{"694153":{"#nid":"694153","#data":{"type":"event","title":"ISyE Student Seminar Series - Minda Zhao","body":[{"value":"\u003Ch2\u003EGlobal Convergence of Policy Gradient Methods in Structured Markov Decision Processes\u200b\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EPolicy gradient methods are widely used in reinforcement learning, yet the nonconvexity of their objectives makes global convergence difficult to establish. We study finite-horizon and infinite-horizon discounted Markov decision processes (MDPs) with general state and action spaces. For each setting, we identify structural conditions under which every stationary point is globally optimal and establish non-asymptotic convergence rates for policy gradient methods. Applications include tabular MDPs, control models such as the linear quadratic regulator, and operations models for inventory and cash management for which we establish the first policy gradient complexity guarantees.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EMinda Zhao is a final-year Ph.D. student in OR, advised by Prof. Xin Chen. His research focuses on stochastic programming, nonconvex optimization, and reinforcement learning, with applications to operations management. He studies the structure of optimization problems in queueing and sequential decision-making models, as well as the role of human supervision in algorithmic decision-making.\u200b\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EGlobal Convergence of Policy Gradient Methods in Structured Markov Decision Processes\u200b\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":" Global Convergence of Policy Gradient Methods in Structured Markov Decision Processes\u200b "}],"uid":"27764","created_gmt":"2026-11-13 18:10:51","changed_gmt":"2026-11-13 18:12:29","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-18T16:00:00-05:00","event_time_end":"2026-11-18T17:00:00-05:00","event_time_end_last":"2026-11-18T17:00:00-05:00","gmt_time_start":"2026-11-18 21:00:00","gmt_time_end":"2026-11-18 22:00:00","gmt_time_end_last":"2026-11-18 22:00:00","rrule":null,"timezone":"America\/New_York"},"location":" GeorgeTower 1102","extras":[],"hg_media":{"681804":{"id":"681804","type":"image","title":"Minda Zhao","body":null,"created":"1794593489","gmt_created":"2026-11-13 18:11:29","changed":"1794593489","gmt_changed":"2026-11-13 18:11:29","alt":"Minda Zhao","file":{"fid":"266274","name":"zhao-14842.png","image_path":"\/sites\/default\/files\/2026\/11\/13\/zhao-14842.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/13\/zhao-14842.png","mime":"image\/png","size":416237,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/13\/zhao-14842.png?itok=fxcIPxOF"}}},"media_ids":["681804"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"694018":{"#nid":"694018","#data":{"type":"event","title":"ISyE Quantum Seminar Series - Brani Vidakovic (Texas A\u0026M University)","body":[{"value":"\u003Ch2\u003EQuantum Wavelet Shrinkage: From Qubits to Attenuation Channels\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EWavelet shrinkage is a standard method for removing noise from signals. A wavelet transform often concentrates the signal in a small number of coefficients, which makes it possible to reduce noise by thresholding or attenuating the empirical coefficients. How can we implement a nonlinear, generally noninvertible shrinkage rule when quantum gates are unitary?\u003Cbr\u003EThe talk begins with an introduction to qubits, circuits, measurement, and Qiskit simulation. It then explains the connection between the Haar transform and the Hadamard gate and shows how orthogonal wavelet transforms act on amplitude-encoded data. The main construction uses attenuation factors from Bayesian Adaptive Multiresolution Shrinkage (BAMS) to define a quantum channel in the wavelet basis. Conditioning on one outcome of an auxiliary qubit recovers the classical BAMS-shrunken coefficients up to normalization. The talk will explain which results are exact, what has been demonstrated in simulation, and what remains open for implementation on quantum hardware.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EBrani Vidakovic is Professor and H.O. Hartley Chair in Statistics at Texas A\u0026amp;M University. He received his Ph.D. in Statistics from Purdue University. His research interests include wavelets, multiscale statistical modeling, Bayesian methods, and quantum information.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EQuantum Wavelet Shrinkage: From Qubits to Attenuation Channels\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Quantum Wavelet Shrinkage: From Qubits to Attenuation Channels"}],"uid":"27764","created_gmt":"2026-11-11 18:02:49","changed_gmt":"2026-11-11 18:04:57","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-16T15:30:00-05:00","event_time_end":"2026-11-16T16:30:00-05:00","event_time_end_last":"2026-11-16T16:30:00-05:00","gmt_time_start":"2026-11-16 20:30:00","gmt_time_end":"2026-11-16 21:30:00","gmt_time_end_last":"2026-11-16 21:30:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681751":{"id":"681751","type":"image","title":"Brani Vidakovic","body":null,"created":"1794420232","gmt_created":"2026-11-11 18:03:52","changed":"1794420232","gmt_changed":"2026-11-11 18:03:52","alt":"Brani Vidakovic","file":{"fid":"266203","name":"BraniPic222.jpg","image_path":"\/sites\/default\/files\/2026\/11\/11\/BraniPic222.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/11\/BraniPic222.jpg","mime":"image\/jpeg","size":1001442,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/11\/BraniPic222.jpg?itok=_TTk7MjU"}}},"media_ids":["681751"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693996":{"#nid":"693996","#data":{"type":"event","title":"Professional Education Course: Responsive Supply Chain Design and Operations (Virtual\/Instructor-led)","body":[{"value":"\u003Cp\u003EClasses\u0026nbsp;will be taught by LIVE video instruction similar to the experience you would receive in person with the same interactive components.\u0026nbsp;Each course will run for one week Monday through Thursday from 10am to 1:30pm ET each day with an optional extra day on Friday.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EMeeting demand in a timely and cost-effective manner is important both in public and private supply chains, and heavily depend on the design and operation of these supply chains. Demand is affected by ongoing factors such as local economy, infrastructure, and geographic location, as well as unexpected events such as natural or manmade disasters or other large-scale disruptions. Designing and operating responsive supply chains requires the consideration of uncertainty in timing, scope, scale, and understanding of various topics such as forecasting, distribution network design, and inventory management. This course will examine methods and models for making supply chain design and operational decisions and explore the significant value that is obtained through informed decision-making in advance of an unpredictable event or long-term strategy for meeting the need of customers and beneficiaries.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is designed for representatives from governmental or non-governmental organizations, private corporations, military, and foundations, including but not limited to senior executives overseeing administrative and operational functions of an organization, logistics and supply chain managers, program managers, directors of field operations, directors of emergency\/disaster preparedness and response, and public health professionals.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022eeef0232df406ca0636e91eef07ca9179\u0022\u003EProvide immediate impact to your organization through learnings gained from applied and real-world case studies.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ee459dffbdc09b6d121f18499554a338a\u0022\u003ELearn to bring NGOs, businesses, or government entities together to enhance collaboration, cooperation, and communication.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e6631e45691fe7cded21ad52a44161fed\u0022\u003EDiscover current trends and procedures to help organizations and team members get and stay ahead of the curve.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e0c612c28d2a0cbc8eea72f4c6aa1ee81\u0022\u003EBuild a critical knowledge base to make tactical decisions around inventory, routing, and distribution.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e4bf241b739d811a577e659aa3026ff7b\u0022\u003EDeliver best practices to measure and evaluate the efficiency, impact, and outcomes of focused initiatives or ongoing logistics and supply chain operations.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e1b4917d7d68728292a87e8937a78ea13\u0022\u003ETransform the health and humanitarian sectors with increased capacity to participate in planning and strategic decision-making for effective supply-chain management.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022ee3bae73d763cb8e12b552dc287566750\u0022\u003ENetwork modeling approaches\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ef19ea7a54f4e743450ce5f6af8563cb4\u0022\u003EForecasting techniques\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e9d446360853acf3bedf4ac3e5bbf6405\u0022\u003EStrategies for making decisions under uncertainty\u003C\/li\u003E\u003Cli data-list-item-id=\u0022eea69a8753f29f8b724d1817c8e526273\u0022\u003EOther data-driven analytical approaches\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EAbout the Course and the\u0026nbsp;HHSCM Course Series\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is the first in a 3-part virtually synchronous professional education program. Register and pay for all three required\u0026nbsp;\u003Ca href=\u0022https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate\u0022\u003EHealth and Humanitarian Supply Chain Management Certificate courses\u003C\/a\u003E\u0026nbsp;and receive a discount of $400 off per course. Enter coupon code\u0026nbsp;\u003Cstrong\u003ESCL-HHS\u003C\/strong\u003E\u0026nbsp;at checkout with the Georgia Tech Professional Education website..\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAdditionally, there are scholarships available for the certificate program. Apply at \u003Ca href=\u0022https:\/\/chhs.gatech.edu\/course-scholarships\u0022\u003Ehttps:\/\/chhs.gatech.edu\/course-scholarships\u003C\/a\u003E by the noted deadline.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EQuestions? Reach out to\u0026nbsp;\u003Ca href=\u0022mailto:chhs@gatech.edu\u0022\u003Echhs@gatech.edu\u003C\/a\u003E!\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis course examines methods and models for making pre-planning decisions and explores the significant value that is obtained through informed decision-making in advance of an unpredictable event or long-term strategy for sustaining wellness.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Explore the significant value that is obtained through informed decision-making in advance of an unpredictable event or long-term development"}],"uid":"27233","created_gmt":"2026-11-11 12:42:24","changed_gmt":"2026-11-11 12:51:30","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-03-08T10:00:00-05:00","event_time_end":"2027-03-12T13:30:00-05:00","event_time_end_last":"2027-03-12T13:30:00-05:00","gmt_time_start":"2027-03-08 15:00:00","gmt_time_end":"2027-03-12 18:30:00","gmt_time_end_last":"2027-03-12 18:30:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/pe.gatech.edu\/courses\/responsive-supply-chain-design-and-operations","title":"Registration link via Georgia Tech Professional Education"},{"url":"https:\/\/chhs.gatech.edu\/education\/professional-education","title":"Course Details via Center for Health and Humanitarian Systems website"},{"url":"https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate","title":"Health and Humanitarian Supply Chain Management Certificate"},{"url":"https:\/\/chhs.gatech.edu\/course-scholarships","title":"Apply for a Scholarship!"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"167074","name":"Supply Chain"},{"id":"233","name":"Logistics"},{"id":"8039","name":"Humanitarian"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003Echhs@gatech.edu\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"693997":{"#nid":"693997","#data":{"type":"event","title":"Professional Education Course: Inventory Management and Resource Allocation in Supply Chains (Virtual\/Instructor-led)","body":[{"value":"\u003Cp\u003EClasses\u0026nbsp;will be taught by LIVE video instruction similar to the experience you would receive in person with the same interactive components.\u0026nbsp;Each course will run for one week Monday through Thursday from 10am to 1:30pm ET each day with an optional extra day on Friday.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EMany Supply Chain decisions are concerned with the timely and efficient procurement, allocation, and distribution of resources (e.g. funds, supplies, volunteers, money, employees) through a supply chain network. This course will explore methodologies for \u201cmedium term\u201d decision making including procurement and inventory policies, strategies for distribution and allocation of limited resources, and supply chain design.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is designed for representatives from governmental or non-governmental organizations, private corporations, military, and foundations, including but not limited to senior executives overseeing administrative and operational functions of an organization, logistics and supply chain managers, program managers, directors of field operations, directors of emergency\/disaster preparedness and response, and public health professionals.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022e696b56c10ce7027c70fd97e552e9c4b7\u0022\u003EProvide immediate impact to your organization through applied and real-world case studies.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e03d0487a0f4b3b35f3859c57cd214570\u0022\u003ELearn to bring NGOs, businesses, or government entities together to enhance collaboration, cooperation, and communication.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022edb2342dbcc2c257f440f046be6b62579\u0022\u003EDiscover current trends and procedures to help your organization and team members get and stay ahead of the curve.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022ed11ac3e8842a9fa6ae744aa1ae740998\u0022\u003EProcurement decisions\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e7e322da2badec5cb0873c9127bb933d5\u0022\u003EInventory management techniques for a single event versus ongoing operations under uncertainty\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e0a44a68c21c6fe4caa6e6ab652362b15\u0022\u003EStrategies for resource allocation geographically and over time\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EAbout the Course and the\u0026nbsp;HHSCM Course Series\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is the second in a 3-part virtually synchronous professional education program. Register and pay for all three required\u0026nbsp;\u003Ca href=\u0022https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate\u0022\u003EHealth and Humanitarian Supply Chain Management Certificate courses\u003C\/a\u003E\u0026nbsp;and receive a discount of $400 off per course. Enter coupon code\u0026nbsp;\u003Cstrong\u003ESCL-HHS\u003C\/strong\u003E\u0026nbsp;at checkout with the Georgia Tech Professional Education website..\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAdditionally, there are scholarships available for the certificate program. Apply at \u003Ca href=\u0022https:\/\/chhs.gatech.edu\/course-scholarships\u0022\u003Ehttps:\/\/chhs.gatech.edu\/course-scholarships\u003C\/a\u003E by the noted deadline.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EQuestions? Reach out to\u0026nbsp;\u003Ca href=\u0022mailto:chhs@gatech.edu\u0022\u003Echhs@gatech.edu\u003C\/a\u003E!\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis course explores methodologies for tactical decision making including procurement and inventory policies, strategies for distribution and allocation of limited resources, and transportation decisions.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Inventory availability is the most important aspect of customer service, and the cost of inventory is one of the most important entries on a company\u0027s balance sheet."}],"uid":"27233","created_gmt":"2026-11-11 12:45:03","changed_gmt":"2026-11-11 12:51:26","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-03-22T10:00:00-04:00","event_time_end":"2027-03-26T13:30:00-04:00","event_time_end_last":"2027-03-26T13:30:00-04:00","gmt_time_start":"2027-03-22 14:00:00","gmt_time_end":"2027-03-26 17:30:00","gmt_time_end_last":"2027-03-26 17:30:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/pe.gatech.edu\/courses\/inventory-management-and-resource-allocation-supply-chains","title":"Registration link via Georgia Tech Professional Education"},{"url":"https:\/\/chhs.gatech.edu\/education\/professional-education\/course\/invmgmt","title":"Course Details via Center for Health and Humanitarian Systems website"},{"url":"https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate","title":"Health and Humanitarian Supply Chain Management Certificate"},{"url":"https:\/\/chhs.gatech.edu\/course-scholarships","title":"Apply for a Scholarship!"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003Echhs@gatech.edu\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"693998":{"#nid":"693998","#data":{"type":"event","title":"Professional Education Course: Systems Operations and Strategic Interactions in Supply Chains (Virtual\/Instructor-led)","body":[{"value":"\u003Cp\u003EClasses\u0026nbsp;will be taught by LIVE video instruction similar to the experience you would receive in person with the same interactive components.\u0026nbsp;Each course will run for one week Monday through Thursday from 10am to 1:30pm ET each day with an optional extra day on Friday.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EOften the lack of cooperation and coordination between organizations or stakeholders lead to inefficiencies, despite having common goals. A systems view is needed to ensure appropriate use of scarce resources to meet the multiple, and often conflicting, short- and long-term goals from multiple constituents. This course will focus on conceptual and modeling skills to understand and effectively manage supply chains and operations from a systems perspective. Models will address system characteristics (e.g., demand dependencies) that drive system dynamics and policies to regulate performance. Course topics include methods for improving coordination and collaboration, addressing demand dependencies, and reliably measuring and evaluating system performance.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is designed for representatives from governmental or non-governmental organizations, private corporations, military, and foundations, including but not limited to senior executives overseeing administrative and operational functions of an organization, logistics and supply chain managers, program managers, directors of field operations, directors of emergency\/disaster preparedness and response, and public health professionals.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022e97aa19894166e64ef9d0899ac3e2afb5\u0022\u003EIdentify opportunities for coordination within organizations and collaboration across organizations for increased efficiency and improved outcomes.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022eb1ccda5198bc3048e41b5f8ee93f3570\u0022\u003EDescribe the strategic behavior of decision-makers and the impact of the market (or contract) structure on the participant\u0027s actions and the overall system dynamics.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ebad48474dc48425b2b16848ce58ae8b9\u0022\u003EDefine evaluation metrics in alignment with the system goals and structure system operations and incentives that address and evaluate these metrics.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022e38cd37c3e0180488f1c3d3b908ea5a8e\u0022\u003EHow coordination and collaboration can improve supply chain efficiency and effectiveness\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e26ee04f2de59ef4b8cb9bcf5ac73a15d\u0022\u003EHow events, decisions and actions in one part of a system, such as a supply chain, impact other parts of the system\u003C\/li\u003E\u003Cli data-list-item-id=\u0022eb30b3c6eaf04438eb1914716d9487029\u0022\u003ESystem-wide inventory variability and costs mitigation and reduction\u003C\/li\u003E\u003Cli data-list-item-id=\u0022eda0f0952a1f93719f7cd4ab54f4f18cb\u0022\u003EEvaluation metrics\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EAbout the Course and the\u0026nbsp;HHSCM Course Series\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is the first in a 3-part virtually synchronous professional education program. Register and pay for all three required\u0026nbsp;\u003Ca href=\u0022https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate\u0022\u003EHealth and Humanitarian Supply Chain Management Certificate courses\u003C\/a\u003E\u0026nbsp;and receive a discount of $400 off per course. Enter coupon code\u0026nbsp;\u003Cstrong\u003ESCL-HHS\u003C\/strong\u003E\u0026nbsp;at checkout with the Georgia Tech Professional Education website..\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EAdditionally, there are scholarships available for the certificate program. Apply at \u003Ca href=\u0022https:\/\/chhs.gatech.edu\/course-scholarships\u0022\u003Ehttps:\/\/chhs.gatech.edu\/course-scholarships\u003C\/a\u003E by the noted deadline.\u0026nbsp;\u0026nbsp;\u003C\/p\u003E\u003Cp\u003EQuestions? Reach out to\u0026nbsp;\u003Ca href=\u0022mailto:chhs@gatech.edu\u0022\u003Echhs@gatech.edu\u003C\/a\u003E!\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis course focuses on conceptual and modeling skills to understand and effectively manage supply chains and operations from a systems perspective. Models will address system characteristics (e.g., demand dependencies) that drive system dynamics and policies to regulate performance. Course topics include methods for improving coordination and collaboration, addressing demand dependencies, and reliably measuring and evaluating system performance.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Explore conceptual and modeling skills to understand and effectively manage humanitarian response from a systems perspective."}],"uid":"27233","created_gmt":"2026-11-11 12:48:37","changed_gmt":"2026-11-11 12:51:20","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-03-29T10:00:00-04:00","event_time_end":"2027-04-02T13:30:00-04:00","event_time_end_last":"2027-04-02T13:30:00-04:00","gmt_time_start":"2027-03-29 14:00:00","gmt_time_end":"2027-04-02 17:30:00","gmt_time_end_last":"2027-04-02 17:30:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/pe.gatech.edu\/courses\/systems-operations-and-strategic-interactions-supply-chains","title":"Registration link via Georgia Tech Professional Education"},{"url":"https:\/\/chhs.gatech.edu\/education\/professional-education","title":"Course Details via Center for Health and Humanitarian Systems website"},{"url":"https:\/\/pe.gatech.edu\/certificates\/health-humanitarian-supply-chain-management-certificate","title":"Health and Humanitarian Supply Chain Management Certificate"},{"url":"https:\/\/chhs.gatech.edu\/course-scholarships","title":"Apply for a Scholarship!"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"192986","name":"supply chain, logistics, humanitarian"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:chhs@gatech.edu\u0022\u003Echhs@gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"693872":{"#nid":"693872","#data":{"type":"event","title":"ISyE Student Seminar Series - Jose Enrique Acuna Cota","body":[{"value":"\u003Ch2\u003EApplied Data Science in Retail and Supply Chain\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EThis talk offers an industry perspective on applying Machine Learning, Optimization, and A\/B Testing within large-scale retail and supply chain operations, using real-world examples from a major Mexican retailer.\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003ERaised in Sinaloa, Mexico, Jose Enrique holds a background in Industrial Engineering and worked for 9 years as a data scientist in Retail and Supply Chain Analytics at Coppel, one of Mexico\u2019s largest retail companies. His work focused on Price, Inventory, and Assortment Management.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EApplied Data Science in Retail and Supply Chain\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":" Applied Data Science in Retail and Supply Chain "}],"uid":"27764","created_gmt":"2026-11-06 19:49:25","changed_gmt":"2026-11-06 20:07:12","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-11T16:00:00-05:00","event_time_end":"2026-11-11T17:00:00-05:00","event_time_end_last":"2026-11-11T17:00:00-05:00","gmt_time_start":"2026-11-11 21:00:00","gmt_time_end":"2026-11-11 22:00:00","gmt_time_end_last":"2026-11-11 22:00:00","rrule":null,"timezone":"America\/New_York"},"location":" GeorgeTower 1102","extras":[],"hg_media":{"681686":{"id":"681686","type":"image","title":"Jose Enrique Acuna Cota","body":null,"created":"1793995456","gmt_created":"2026-11-06 20:04:16","changed":"1793995456","gmt_changed":"2026-11-06 20:04:16","alt":"Jose Enrique Acuna Cota","file":{"fid":"266125","name":"acuna-cota-14828.jpg","image_path":"\/sites\/default\/files\/2026\/11\/06\/acuna-cota-14828.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/06\/acuna-cota-14828.jpg","mime":"image\/jpeg","size":295976,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/06\/acuna-cota-14828.jpg?itok=IlvnfXnO"}}},"media_ids":["681686"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693756":{"#nid":"693756","#data":{"type":"event","title":"ISYE Statistics Seminar - Yuqing Wang (Johns Hopkins University)","body":[{"value":"\u003Ch2\u003E\u003Cstrong\u003EToward Theoretical Foundations of Training and Generalization Dynamics in Deep Learning\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EUnderstanding training and generalization dynamics remains a central challenge in machine learning, particularly as neural networks, datasets, and learning tasks become increasingly complex in practice. However, existing theoretical characterizations remain largely restricted to simplified models or limiting regimes. In this talk, I will present a general convergence framework for gradient descent on a broad family of neural networks and data beyond the neural tangent kernel regime, together with a characterization of their generalization dynamics. This framework also helps explain the role of residual connections, differences in layerwise generalization behavior, and the grokking phenomenon.\u003Cbr\u003E\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EYuqing Wang is a Data Science Postdoctoral Fellow in the Department of Applied Mathematics and Statistics at Johns Hopkins University. Before that, she was a Research Fellow at the Simons Institute at the University of California, Berkeley. She received her Ph.D. in Mathematics from the Georgia Institute of Technology in 2024. Her research focuses on the theoretical foundations of deep learning theory, with an emphasis on characterizing the training dynamics. She is the recipient of multiple rising star awards and the Sigma Xi Best PhD thesis award.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EToward Theoretical Foundations of Training and Generalization Dynamics in Deep Learning\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Toward Theoretical Foundations of Training and Generalization Dynamics in Deep Learning"}],"uid":"36873","created_gmt":"2026-11-04 13:44:33","changed_gmt":"2026-11-04 13:45:49","author":"csheppard39","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-12-01T11:00:00-05:00","event_time_end":"2026-12-01T12:00:00-05:00","event_time_end_last":"2026-12-01T12:00:00-05:00","gmt_time_start":"2026-12-01 16:00:00","gmt_time_end":"2026-12-01 17:00:00","gmt_time_end_last":"2026-12-01 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681652":{"id":"681652","type":"image","title":"ef19dd7c-ab63-4093-bbc8-3b8e52c5761b.jpg","body":null,"created":"1793799926","gmt_created":"2026-11-04 13:45:26","changed":"1793799926","gmt_changed":"2026-11-04 13:45:26","alt":"Yuqing Wang","file":{"fid":"266084","name":"ef19dd7c-ab63-4093-bbc8-3b8e52c5761b.jpg","image_path":"\/sites\/default\/files\/2026\/11\/04\/ef19dd7c-ab63-4093-bbc8-3b8e52c5761b.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/04\/ef19dd7c-ab63-4093-bbc8-3b8e52c5761b.jpg","mime":"image\/jpeg","size":115040,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/04\/ef19dd7c-ab63-4093-bbc8-3b8e52c5761b.jpg?itok=YfQ8eriM"}}},"media_ids":["681652"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693755":{"#nid":"693755","#data":{"type":"event","title":"ISYE Statistics Seminar - Mo Zhou (University of Washington)","body":[{"value":"\u003Ch2\u003E\u003Cstrong\u003ELearning Orthogonal Multi-Index Models BeyondSmall Initialization: Incremental Learning, Competitive Dynamics and Symmetry\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003ERecent work has identified incremental learning in shallow networks trained on single-index and multi-index models. However, existing analyses often rely on simplifying settings, such as small initialization, correlation loss, or layer-wise training. These choices reduce neuron interactions and leave some feature learning dynamics under standard initialization unexplored. We study training dynamics for polynomial-width two-layer networks learning orthogonal multi-index targets under standard initialization using polynomially many samples. We first prove that incremental learning still occurs: the loss decreases sequentially according to the Hermite expansion of the target, with lower-order components learned before higher-order components recover the individual target directions. In this standard initialization regime, training also shows a competitive reallocation of parameter mass: after the total mass fits the target mean and stabilizes, mass shifts into the target subspace and then concentrates on aligned neurons. Our theoretical analysis uses slightly modified gradient flow, while vanilla gradient descent empirically exhibits the same qualitative dynamics. Technically, we introduce a symmetry-based finite-width approximation via symmetrized networks, rather than comparing directly with an infinite-width limit. This yields better control of approximation errors and may be of independent interest.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EMo Zhou is currently a postdoctoral researcher at the Paul G. Allen School of Computer Science \u0026amp; Engineering at the University of Washington, working with Simon Du and Maryam Fazel. He received his Ph.D. from Duke University, where he was advised by Rong Ge. His research focuses on the mathematical foundations of machine learning, particularly the training dynamics and optimization of neural networks.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ELearning Orthogonal Multi-Index Models Beyond Small Initialization: Incremental Learning, Competitive Dynamics and Symmetry\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Learning Orthogonal Multi-Index Models Beyond Small Initialization: Incremental Learning, Competitive Dynamics and Symmetry"}],"uid":"36873","created_gmt":"2026-11-04 13:41:50","changed_gmt":"2026-11-04 13:43:30","author":"csheppard39","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-10T11:00:00-05:00","event_time_end":"2026-11-10T12:00:00-05:00","event_time_end_last":"2026-11-10T12:00:00-05:00","gmt_time_start":"2026-11-10 16:00:00","gmt_time_end":"2026-11-10 17:00:00","gmt_time_end_last":"2026-11-10 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1202","extras":[],"hg_media":{"681651":{"id":"681651","type":"image","title":"mozhou-1.jpg","body":null,"created":"1793799767","gmt_created":"2026-11-04 13:42:47","changed":"1793799767","gmt_changed":"2026-11-04 13:42:47","alt":"Mo Zhou","file":{"fid":"266083","name":"mozhou-1.jpg","image_path":"\/sites\/default\/files\/2026\/11\/04\/mozhou-1.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/04\/mozhou-1.jpg","mime":"image\/jpeg","size":429701,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/04\/mozhou-1.jpg?itok=AUwDksaY"}}},"media_ids":["681651"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693696":{"#nid":"693696","#data":{"type":"event","title":"ISYE Statistics Seminar - Paromita Dubey (University of Southern California Marshall School of Business)","body":[{"value":"\u003Ch2\u003E\u003Cstrong\u003ENeyman-Orthogonal Tests for Equality of Regression Functions\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EWe develop a test for equality of regression functions across two populations that allows unequal covariate distributions and uses flexible modern learners for regression estimation. We target the regression contrast through pseudo-residuals, which we construct by multiplying residuals from the pooled outcome regression by the difference between the population indicator and its propensity. Under overlap, the conditional mean of the proposed pseudo-residuals identifies the regression contrast. Furthermore, the pseudo-residuals satisfy Neyman orthogonality, which removes the first-order population bias from nuisance estimation and allows us to test the regression contrast under weaker nuisance estimation rate requirements. To construct our test statistic, we embed the conditional moment of the pseudo-residuals in a reproducing kernel Hilbert space (RKHS), leading to a simple closed form expression and calibrate its empirical norm using a Gaussian multiplier bootstrap. We establish a finite-sample calibration bound that separates oracle Gaussian approximation, nuisance estimation, and covariance estimation errors. Our main result gives conditions under which we can use the same observations for both nuisance fitting and testing, yielding valid and powerful inference without sample splitting. In a fixed Gaussian regression model, we establish matching lower and upper bounds for the minimax separation order (n^{-1\/2}) in the RKHS discrepancy and show that the proposed test attains this order. We conduct extensive numerical studies to examine size and power across learners and demonstrate power gains over a single sample split and other competitors and illustrate the test on an exploratory application to negotiation dialogues for regression comparison with text covariates.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EParomita Dubey is an assistant professor in the DSO department at the USC Marshall School of Business. Her research centers around developing statistical methods and inference for non-Euclidean data, examples being distribution and network valued data. She is also working on addressing challenges in the analysis of dynamic time-evolving data, particularly in non-Euclidean and high dimensional settings. The goal of her research is to create easily implementable and theory-backed off the shelf methods for practitioners. She received the Zumberge Individual Research Award in 2022.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ENeyman-Orthogonal Tests for Equality of Regression Functions\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Neyman-Orthogonal Tests for Equality of Regression Functions"}],"uid":"36873","created_gmt":"2026-11-02 20:03:54","changed_gmt":"2026-11-02 20:07:31","author":"csheppard39","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-04T11:00:00-05:00","event_time_end":"2026-11-04T12:00:00-05:00","event_time_end_last":"2026-11-04T12:00:00-05:00","gmt_time_start":"2026-11-04 16:00:00","gmt_time_end":"2026-11-04 17:00:00","gmt_time_end_last":"2026-11-04 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681623":{"id":"681623","type":"image","title":"faculty_p-dubey.jpg","body":null,"created":"1793649902","gmt_created":"2026-11-02 20:05:02","changed":"1793649902","gmt_changed":"2026-11-02 20:05:02","alt":"P Dubey","file":{"fid":"266055","name":"faculty_p-dubey.jpg","image_path":"\/sites\/default\/files\/2026\/11\/02\/faculty_p-dubey.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/11\/02\/faculty_p-dubey.jpg","mime":"image\/jpeg","size":88123,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/11\/02\/faculty_p-dubey.jpg?itok=9sEM-hds"}}},"media_ids":["681623"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693631":{"#nid":"693631","#data":{"type":"event","title":"The CAPHI Connect Webinar Series: Environmental and Ecological Health","body":[{"value":"\u003Cp\u003EThe \u003Ca href=\u0022https:\/\/communityhealth.research.gatech.edu\/\u0022 rel=\u0022home\u0022\u003ECommunity and Population Health Initiative\u003C\/a\u003E (CAPHI) Connect Webinar on \u003Cstrong\u003EEnvironmental and Ecological Health\u003C\/strong\u003E features a panel of Georgia Tech researchers who will share the key questions driving their work in environmental and ecological health, the tools and methods they use to answer them, and opportunities for research and interdisciplinary collaboration across the GT research community. The panelists include:\u003C\/p\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022e8c6a87c7b2c95ef1f60b9e598ee6e350\u0022\u003E\u003Ca href=\u0022https:\/\/liu.eas.gatech.edu\/dr-liu\/\u0022\u003EDr. Pengfei Liu\u003C\/a\u003E - Associate Professor, School of Earth \u0026amp; Atmospheric Sciences at Georgia Tech, studying air pollution, wildfire smoke, and their effects on climate and human health.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ecfa5373192658739f3a5702cce11299c\u0022\u003E\u003Ca href=\u0022https:\/\/ce.gatech.edu\/directory\/person\/katherine-graham\u0022\u003EDr. Katherine Graham\u003C\/a\u003E - Assistant Professor, School of Civil \u0026amp; Environmental Engineering at Georgia Tech, researching water, climate, and health, including how pathogens spread through water systems.\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e56e29d645f40b0537b144a8e1e66b291\u0022\u003E\u003Ca href=\u0022https:\/\/people.research.gatech.edu\/jenny-mcguire\u0022\u003EDr. Jenny McGuire\u003C\/a\u003E - Associate Professor, School of Earth \u0026amp; Atmospheric Sciences at Georgia Tech, studying how climate change reshapes biodiversity and how species and ecosystems adapt.\u003C\/li\u003E\u003C\/ul\u003E\u003Cp\u003E\u003Ca href=\u0022https:\/\/events.teams.microsoft.com\/event\/8a7a5915-8361-42c6-a1a3-011c2e8fa510@482198bb-ae7b-4b25-8b7a-6d7f32faa083?source=copyLinkLegacyShareEventDialog\u0022\u003ERegister Online to attend via Microsoft Teams\u003C\/a\u003E\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThe Community and Population Health Initiative (CAPHI) at Georgia Tech invites you to join the CAPHI Connect Webinar Series.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"The Community and Population Health Initiative (CAPHI) at Georgia Tech invites you to join the CAPHI Connect Webinar Series.  "}],"uid":"27233","created_gmt":"2026-10-29 18:47:39","changed_gmt":"2026-10-29 20:20:03","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-09T15:00:00-05:00","event_time_end":"2026-11-09T16:00:00-05:00","event_time_end_last":"2026-11-09T16:00:00-05:00","gmt_time_start":"2026-11-09 20:00:00","gmt_time_end":"2026-11-09 21:00:00","gmt_time_end_last":"2026-11-09 21:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Register to attend on Microsoft Teams","extras":[],"hg_media":{"681599":{"id":"681599","type":"image","title":"CAPHI-Connect-Webinar.png","body":null,"created":"1793299775","gmt_created":"2026-10-29 18:49:35","changed":"1793299775","gmt_changed":"2026-10-29 18:49:35","alt":"CAPHI Connect Webinar Series: Environmental and Ecological Health flyer","file":{"fid":"266025","name":"CAPHI-Connect-Webinar.png","image_path":"\/sites\/default\/files\/2026\/10\/29\/CAPHI-Connect-Webinar_0.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/29\/CAPHI-Connect-Webinar_0.png","mime":"image\/png","size":1590668,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/29\/CAPHI-Connect-Webinar_0.png?itok=JrGOIMO_"}}},"media_ids":["681599"],"related_links":[{"url":"https:\/\/communityhealth.research.gatech.edu\/","title":"About Georgia Tech\u0027s Community and Population Health Initiative"}],"groups":[{"id":"1250","name":"Center for Health and Humanitarian Systems (CHHS)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"195053","name":"Community and Population Health Initiative"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"194683","name":"Talk"},{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003EDr. Arthi Rao (\u003Ca href=\u0022mailto:arthir@gatech.edu\u0022\u003Earthir@gatech.edu)\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"693480":{"#nid":"693480","#data":{"type":"event","title":"XR Bytes Seminar: Nadia Fereydooni (ADC XR Makerspace)","body":[{"value":"\u003Ch2\u003ESpeaker: Nadia Fereydooni\u003Cbr\u003E\u0026nbsp;\u003C\/h2\u003E\u003Ch3\u003ESeminar Title\u003C\/h3\u003E\u003Cp\u003EFrom Virtual to Operational: XR Applications in Aviation\u003C\/p\u003E\u003Ch3\u003EAffiliation\u003C\/h3\u003E\u003Cp\u003EDelta Innovation\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EXR Bytes \u003C\/strong\u003Eis a graduate-student-led initiative dedicated to showcasing the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering an interdisciplinary community of innovation at Georgia Tech.\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EParticipation \u0026amp; Visibility\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ELunch will be served for those who RSVP.\u003C\/em\u003E\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESubscribe \u0026amp; Sign Up\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003ETo join our mailing list and RSVP for these seminar series, please sign up here: \u003Ca href=\u0022https:\/\/outlook.office365.com\/groups\/groupsubscription?action=join\u0026amp;smtp=xr-bytes%40groups.gatech.edu\u0026amp;bO=true\u0022 rel=\u0022noopener noreferrer\u0022 target=\u0022_blank\u0022 title=\u0022(opens in a new window)\u0022\u003E\u003Cstrong\u003ERSVP HERE\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EFrom Virtual to Operational: XR Applications in Aviation\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"From Virtual to Operational: XR Applications in Aviation"}],"uid":"27764","created_gmt":"2026-10-26 16:01:34","changed_gmt":"2026-10-26 16:05:48","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-06T14:00:00-05:00","event_time_end":"2026-11-06T15:00:00-05:00","event_time_end_last":"2026-11-06T15:00:00-05:00","gmt_time_start":"2026-11-06 19:00:00","gmt_time_end":"2026-11-06 20:00:00","gmt_time_end_last":"2026-11-06 20:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681554":{"id":"681554","type":"image","title":"XR-Bytes Nadia Fereydooni Seminar","body":null,"created":"1793030623","gmt_created":"2026-10-26 16:03:43","changed":"1793030623","gmt_changed":"2026-10-26 16:03:43","alt":"XR-Bytes Nadia Fereydooni Seminar","file":{"fid":"265975","name":"XR-Bytes_-Nadia-Fereydooni-Seminar.png","image_path":"\/sites\/default\/files\/2026\/10\/26\/XR-Bytes_-Nadia-Fereydooni-Seminar.png","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/26\/XR-Bytes_-Nadia-Fereydooni-Seminar.png","mime":"image\/png","size":1735678,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/26\/XR-Bytes_-Nadia-Fereydooni-Seminar.png?itok=pGT71SQu"}}},"media_ids":["681554"],"related_links":[{"url":"https:\/\/outlook.office365.com\/groups\/groupsubscription?action=join\u0026smtp=xr-bytes%40groups.gatech.edu\u0026bO=true","title":"RSVP"}],"groups":[{"id":"660404","name":"ISyE Extended Reality Makerspace (ISYE XR)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693251":{"#nid":"693251","#data":{"type":"event","title":"XR Bytes Seminar: Liam Hart (ADC XR Makerspace)","body":[{"value":"\u003Ch2\u003ESpeaker: Liam Hart\u003Cbr\u003E\u0026nbsp;\u003C\/h2\u003E\u003Ch3\u003ESeminar Title\u003C\/h3\u003E\u003Cp\u003EHow Does Active Exploration in Virtual Reality Shape Spatial Memory?\u003C\/p\u003E\u003Ch3\u003EAffiliation\u003C\/h3\u003E\u003Cp\u003EPh.D. student in Adult Development and Aging, College of Sciences\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EXR Bytes \u003C\/strong\u003Eis a graduate-student-led initiative dedicated to showcasing the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering an interdisciplinary community of innovation at Georgia Tech.\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EParticipation \u0026amp; Visibility\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ELunch will be served for those who RSVP.\u003C\/em\u003E\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESubscribe \u0026amp; Sign Up\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003ETo join our mailing list and RSVP for these seminar series, please sign up here: \u003Ca href=\u0022https:\/\/outlook.office365.com\/groups\/groupsubscription?action=join\u0026amp;smtp=xr-bytes%40groups.gatech.edu\u0026amp;bO=true\u0022 rel=\u0022noopener noreferrer\u0022 target=\u0022_blank\u0022 title=\u0022(opens in a new window)\u0022\u003E\u003Cstrong\u003ERSVP HERE\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EHow Does Active Exploration in Virtual Reality Shape Spatial Memory?\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"How Does Active Exploration in Virtual Reality Shape Spatial Memory?"}],"uid":"27764","created_gmt":"2026-10-15 16:54:36","changed_gmt":"2026-10-21 16:21:51","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-13T12:30:00-05:00","event_time_end":"2026-11-13T13:30:00-05:00","event_time_end_last":"2026-11-13T13:30:00-05:00","gmt_time_start":"2026-11-13 17:30:00","gmt_time_end":"2026-11-13 18:30:00","gmt_time_end_last":"2026-11-13 18:30:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 503","extras":[],"hg_media":{"681437":{"id":"681437","type":"image","title":"Liam Hart","body":null,"created":"1792083386","gmt_created":"2026-10-15 16:56:26","changed":"1792083386","gmt_changed":"2026-10-15 16:56:26","alt":"Liam Hart","file":{"fid":"265845","name":"hart-14292.jpg","image_path":"\/sites\/default\/files\/2026\/10\/15\/hart-14292.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/15\/hart-14292.jpg","mime":"image\/jpeg","size":42164,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/15\/hart-14292.jpg?itok=zczRWLxH"}}},"media_ids":["681437"],"related_links":[{"url":"https:\/\/outlook.office365.com\/groups\/groupsubscription?action=join\u0026smtp=xr-bytes%40groups.gatech.edu\u0026bO=true","title":"RSVP"}],"groups":[{"id":"660404","name":"ISyE Extended Reality Makerspace (ISYE XR)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693320":{"#nid":"693320","#data":{"type":"event","title":"ISyE Quantum Seminar Series - Soumyadip Ghosh (IBM Research)","body":[{"value":"\u003Ch2\u003E\u003Cstrong\u003EQuantum Hamiltonian Monte Carlo Sampling for Optimization\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EMonte carlo sampling algorithms have seen a resurgence in interest as a technique to efficiently generate good candidate solutions to non-linear optimization problems.\u003Cbr\u003EThe Hamiltonian Markov chain Monte Carlo (HMC) algorithm is a good fit for this task because it enjoys mixing rates that are by its design robust to factors that can confound other MCMC methods.\u003Cbr\u003EA key paradigm to view quantum computing for optimization also treats it as a sampler of good candidate solutions. 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He is an associate editor of Stochastic Models and has served as a committee member for INFORMS \/ WSC.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EQuantum Hamiltonian Monte Carlo Sampling for Optimization\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Quantum Hamiltonian Monte Carlo Sampling for Optimization"}],"uid":"36458","created_gmt":"2026-10-20 15:06:15","changed_gmt":"2026-10-20 17:14:40","author":"mellis74","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-30T15:30:00-05:00","event_time_end":"2026-11-30T16:30:00-05:00","event_time_end_last":"2026-11-30T16:30:00-05:00","gmt_time_start":"2026-11-30 20:30:00","gmt_time_end":"2026-11-30 21:30:00","gmt_time_end_last":"2026-11-30 21:30:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681485":{"id":"681485","type":"image","title":"Soumyadip Ghosh","body":null,"created":"1792509049","gmt_created":"2026-10-20 15:10:49","changed":"1792509049","gmt_changed":"2026-10-20 15:10:49","alt":"Soumyadip Ghosh","file":{"fid":"265895","name":"ghosh-14429.jpeg","image_path":"\/sites\/default\/files\/2026\/10\/20\/ghosh-14429_0.jpeg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/20\/ghosh-14429_0.jpeg","mime":"image\/jpeg","size":21907,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/20\/ghosh-14429_0.jpeg?itok=yV4odzg3"}}},"media_ids":["681485"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[],"invited_audience":[{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693252":{"#nid":"693252","#data":{"type":"event","title":"XR Bytes Seminar: Austin Graves (ADC XR Makerspace)","body":[{"value":"\u003Ch2\u003ESpeaker: Austin Graves\u003Cbr\u003E\u0026nbsp;\u003C\/h2\u003E\u003Ch3\u003ESeminar Title\u003C\/h3\u003E\u003Cp\u003EEvaluating Lightweight Contact Feedback in Dual-Operator Collaborative Humanoid Teleoperation\u003C\/p\u003E\u003Ch3\u003EAffiliation\u003C\/h3\u003E\u003Cp\u003EPh.D. student in Robotics, George W. Woodruff School of Mechanical Engineering, College of Engineering\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EXR Bytes \u003C\/strong\u003Eis a graduate-student-led initiative dedicated to showcasing the trajectory of Extended Reality (XR) research across the Institute. Our goal is to highlight the versatile ways XR technologies are applied across various disciplines and majors, fostering an interdisciplinary community of innovation at Georgia Tech.\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003EParticipation \u0026amp; Visibility\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003EWe actively encourage cross-departmental participation and welcome engagement from both internal academic units and external industry partners. Our goal is to foster a robust community of practice around XR at Georgia Tech.\u003C\/p\u003E\u003Cp\u003E\u003Cem\u003ELunch will be served for those who RSVP.\u003C\/em\u003E\u003C\/p\u003E\u003Ch2\u003E\u003Cstrong\u003ESubscribe \u0026amp; Sign Up\u003C\/strong\u003E\u003C\/h2\u003E\u003Cp\u003ETo join our mailing list and RSVP for these seminar series, please sign up here: \u003Ca href=\u0022https:\/\/outlook.office365.com\/groups\/groupsubscription?action=join\u0026amp;smtp=xr-bytes%40groups.gatech.edu\u0026amp;bO=true\u0022 rel=\u0022noopener noreferrer\u0022 target=\u0022_blank\u0022 title=\u0022(opens in a new window)\u0022\u003E\u003Cstrong\u003ERSVP HERE\u003C\/strong\u003E\u003C\/a\u003E.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EEvaluating Lightweight Contact Feedback in Dual-Operator Collaborative Humanoid Teleoperation\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Evaluating Lightweight Contact Feedback in Dual-Operator Collaborative Humanoid Teleoperation"}],"uid":"27764","created_gmt":"2026-10-15 16:58:57","changed_gmt":"2026-10-15 17:00:58","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-20T12:53:00-05:00","event_time_end":"2026-11-20T13:30:00-05:00","event_time_end_last":"2026-11-20T13:30:00-05:00","gmt_time_start":"2026-11-20 17:53:00","gmt_time_end":"2026-11-20 18:30:00","gmt_time_end_last":"2026-11-20 18:30:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 503","extras":[],"hg_media":{"681438":{"id":"681438","type":"image","title":"Austin Graves","body":null,"created":"1792083596","gmt_created":"2026-10-15 16:59:56","changed":"1792083596","gmt_changed":"2026-10-15 16:59:56","alt":"Austin Graves","file":{"fid":"265846","name":"graves-14293.jpg","image_path":"\/sites\/default\/files\/2026\/10\/15\/graves-14293.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/15\/graves-14293.jpg","mime":"image\/jpeg","size":41861,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/15\/graves-14293.jpg?itok=nqcNwZsE"}}},"media_ids":["681438"],"groups":[{"id":"660404","name":"ISyE Extended Reality Makerspace (ISYE XR)"},{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693139":{"#nid":"693139","#data":{"type":"event","title":"ISyE Seminar - Hong Wang (University of Manchester, UK)","body":[{"value":"\u003Ch2\u003EDecision Making Under Uncertainties: A Generic Framework Using Probability Density Function Control and Brain Computer Interface\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EAbstract: Decision-making under uncertainties has been a subject of study for many years. In particular, the decision making (optimization) for complex systems such as engineering and economic systems involves human-decision phase. This triggers the occurrences of uncertainties in the decision making phase in addition to the widely-existed inherent uncertainties in the actual systems. In this talk, such challenges will be addressed by summarizing the year\u2019s efforts of the presenter when he was with the University of Manchester before 2016. At first, a generic framework on the decision making for uncertainty systems has been formulated into a \u201cclosed loop control design problem\u201d, where the uncertainties in both decision making phase and the actual systems have been represented by the uncertainty injections to the \u201ccontroller\u201d and to the \u201cplant to be controlled\u201d. The uncertainties in human decision making phase is characterized by their probability density functions (PDF) of the brain-cell\u2019s signal collected via brain-computer-interface (BCI). Using such a generic framework, decision making under uncertainties are formulated as a PDF control problem of objective functions and constraints- leading to a total solution for the stochastic optimization for complex systems. Two case studies will be presented together with the rationale and claims that most of the existing stochastic optimizations are special cases of the presented theory. Note that the presentation is based upon the published materials by the author.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EProfessor Hong Wang (Member of European Academy of Sciences and Arts, FIEEE, FIET, FInstMC, SMIEEE) received the BSc form Anhui University of Science and Technology in 1982, the master\u2019s and Ph.D. degrees from the Huazhong University of Science and Technology, Wuhan, China, in 1984 and 1987, respectively. He was a Research Fellow with Salford University, Salford, U.K., Brunel University, Uxbridge, U.K., and Southampton University, Southampton, U.K., before joining the University of Manchester Institute of Science and Technology (UMIST), Manchester, U.K., in 1992. He was a Chair Professor in process control of complex industrial systems with the University of Manchester (UoM), U.K., from 2002 to 2016, where he originated probability density function control theory in 1996 and was the Deputy Head of the Paper Science Department, the Director of the UMIST Control Systems Centre from 2004 to 2007, which is the birthplace of Modern Control Theory established in 1966. He was a University Senate member and a member of general assembly during his time in Manchester. Whilst he has been an Emeritus Professor of UoM, from 2016 to 2018, he was with the Pacific Northwest National Laboratory (PNNL), Richland, WA, USA, as a Laboratory Fellow and Chief Scientist,\u003Cbr\u003Eand was the Co-Leader and the Chief Scientist for the Control of Complex Systems Initiative. He joined the Oak Ridge National Laboratory in January 2019.\u003Cbr\u003E\u003Cbr\u003EHis research focuses on stochastic distribution control, fault diagnosis and tolerant control, and intelligent controls with applications to complex system area. He has published 6 books and 200+ journal papers in these areas together with 10+ awards\/prizes at international conferences.\u003Cbr\u003E\u003Cbr\u003EHe is an associate editor for IEEE Transactions on Neural Networks and Learning Systems and was an Associate Editor of IEEE Transactions on Automatic Control (2002 \u2013 2004), IEEE Transactions on Control Systems Technology (2013 \u2013 2018), and the IEEE Transactions on Automation Science and Engineering. He is also a member for three IFAC Committees for the three areas of his research.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EDecision Making Under Uncertainties: A Generic Framework Using Probability Density Function Control and Brain Computer Interface\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":" Decision Making Under Uncertainties: A Generic Framework Using Probability Density Function Control and Brain Computer Interface "}],"uid":"27764","created_gmt":"2026-10-07 20:07:31","changed_gmt":"2026-10-07 20:09:27","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-06T11:00:00-05:00","event_time_end":"2026-11-06T12:00:00-05:00","event_time_end_last":"2026-11-06T12:00:00-05:00","gmt_time_start":"2026-11-06 16:00:00","gmt_time_end":"2026-11-06 17:00:00","gmt_time_end_last":"2026-11-06 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681379":{"id":"681379","type":"image","title":"Hong Wang","body":null,"created":"1791403711","gmt_created":"2026-10-07 20:08:31","changed":"1791403711","gmt_changed":"2026-10-07 20:08:31","alt":"Hong Wang","file":{"fid":"265760","name":"wang-14207.jpg","image_path":"\/sites\/default\/files\/2026\/10\/07\/wang-14207.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/07\/wang-14207.jpg","mime":"image\/jpeg","size":19607,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/07\/wang-14207.jpg?itok=XKT-E44O"}}},"media_ids":["681379"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"693095":{"#nid":"693095","#data":{"type":"event","title":"ISyE Seminar - Zhaosong Lu (University of Minnesota)","body":[{"value":"\u003Ch2\u003EFirst-order Methods for Nonconvex\u2013Nonconcave Minimax Optimization\u003C\/h2\u003E\u003Cp\u003E\u003Cbr\u003E\u003Cstrong\u003EAbstract: \u003C\/strong\u003EWe study a class of nonconvex\u2013nonconcave minimax problems in which the inner maximization problem satisfies a local Kurdyka\u2013\u0141ojasiewicz (KL) condition that may vary with the outer minimization variable. In contrast to the global KL or PL conditions commonly assumed in the literature\u2014which are significantly stronger and often too restrictive in practice\u2014this local KL condition accommodates a broader range of practical scenarios. However, it also introduces new analytical challenges. In particular, as an optimization algorithm approaches a stationary point, the region over which the KL condition holds may shrink, leading to a more intricate and potentially ill-conditioned landscape. To address this challenge, we show that the associated maximal function is locally generalized H\u00f6lder smooth. Leveraging this key property, we develop an inexact proximal gradient method for solving the minimax problem, where the inexact gradient of the maximal function is computed by applying a proximal gradient or sequential convex programming method to a KL-structured subproblem. Under mild assumptions, we establish complexity guarantees for computing an approximate stationary point of the minimax problem.\u003Cbr\u003E\u003Cbr\u003EThis is joint work with Xiangyuan Wang (University of Minnesota).\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EZhaosong Lu is a Full Professor in the Department of Industrial and Systems Engineering at the University of Minnesota. He received his Ph.D. in Operations Research from Georgia Tech. His research focuses on the theory and algorithms of continuous optimization, with applications in data science and machine learning. Dr. Lu has published extensively in leading journals, and his research has been supported by major funding agencies, including AFOSR, NSF, and ONR. He has served on several prize committees, such as the INFORMS George Nicholson Prize Committee and the ICCOPT Best Paper Award Committee. He has also served as an Associate Editor for leading journals, including Mathematics of Operations Research, SIAM Journal on Optimization, Computational Optimization and Applications, and Journal of Global Optimization.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EFirst-order Methods for Nonconvex\u2013Nonconcave Minimax Optimization\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":" First-order Methods for Nonconvex\u2013Nonconcave Minimax Optimization "}],"uid":"27764","created_gmt":"2026-10-06 15:08:50","changed_gmt":"2026-10-07 19:59:13","author":"Scott Jacobson","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-13T11:00:00-05:00","event_time_end":"2026-11-13T12:00:00-05:00","event_time_end_last":"2026-11-13T12:00:00-05:00","gmt_time_start":"2026-11-13 16:00:00","gmt_time_end":"2026-11-13 17:00:00","gmt_time_end_last":"2026-11-13 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 1502","extras":[],"hg_media":{"681365":{"id":"681365","type":"image","title":"Zhaosong Lu","body":null,"created":"1791299383","gmt_created":"2026-10-06 15:09:43","changed":"1791299383","gmt_changed":"2026-10-06 15:09:43","alt":"Zhaosong Lu","file":{"fid":"265745","name":"lu-.jpg","image_path":"\/sites\/default\/files\/2026\/10\/06\/lu-.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/10\/06\/lu-.jpg","mime":"image\/jpeg","size":58382,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/10\/06\/lu-.jpg?itok=egqSg-4z"}}},"media_ids":["681365"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"692968":{"#nid":"692968","#data":{"type":"event","title":"SCL Course: Essentials of Negotiations and Stakeholder Influence (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EEssentials of Negotiations and Stakeholder Influence level-sets the participants\u0027 understanding of negotiation influence and strengthens preparation, planning and execution activities involved with both simple and complex negotiations. The program includes industry techniques and tools for traditional supplier negotiations, as well as tips for internal cross-functional leadership. Participants walk away with a standard industry and customized individual experience which includes their personal Negotiation Style \u201cDNA\u201d to help them embrace their own natural tendencies and strengths. The program includes mock negotiations to reinforce techniques and tactics immediately in a \u201cno judgement zone\u201d environment.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is ideal for sourcing initiative leaders, project leaders, business unit leaders, operations managers, sales leaders and procurement \u0026amp; supply management-related professionals who are involved with supplier selection, contract development and supplier performance management.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022efd73c981951fd6bb6cb8437ed61c3b94\u0022\u003EIncrease emphasis negotiation conditioning and philosophy setting before and throughout the entire sourcing engagement process\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e7fd1536d0c14d224ab5b8718629d7039\u0022\u003EEnhance your toolbox of industry standard negotiation prep tools like the SWOT and BATNA\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ef531d6fb47015874b41dd9c4ba6a9e3f\u0022\u003EBetter prepare for negotiations by leveraging knowledge of key negotiation terms and counter-offer tactics\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e5091d0b3b8bac7474648fc83efaaceb3\u0022\u003EImprove negotiation table techniques and soft skills to direct and redirect negotiation momentum\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e3d89eb4fdae56c74c30aa234fb6e9815\u0022\u003EHeighten ability to successfully utilize your traditional \u0022comfort zone\u0022 approach in combination with your negotiation team\u2019s strengths by leveraging Personal Negotiation Styles\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli data-list-item-id=\u0022e908545acbe57d01efa693ad71a3cec5d\u0022\u003ENegotiation Conditioning Overview\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e999402bc8191a107b7241aa130c7af9a\u0022\u003ENegotiation Preparation Tools\u003C\/li\u003E\u003Cli data-list-item-id=\u0022ea0b5fe51c78def7b63752980f211ceda\u0022\u003ENegotiation Execution Techniques\u003C\/li\u003E\u003Cli data-list-item-id=\u0022eeeb68c5d4fc4c6355cc7e89f3b444783\u0022\u003EStakeholder Engagement \u0026amp; Team Leadership\u003C\/li\u003E\u003Cli data-list-item-id=\u0022e3f7e0c364262cf91f5f0aed8b3859fe5\u0022\u003ELive Negotiations Simulation \u0026amp; Feedback\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EThis course\u0026nbsp;level-sets the participants\u0027 understanding of negotiation influence and strengthens preparation, planning and execution activities involved with both simple and complex negotiations. The program includes industry techniques and tools for traditional supplier negotiations, as well as tips for internal cross-functional leadership. Participants walk away with a standard industry and customized individual experience which includes their personal Negotiation Style \u201cDNA\u201d to help them embrace their own natural tendencies and strengths. The program includes mock negotiations to reinforce techniques and tactics immediately in a \u201cno judgement zone\u201d environment.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Level-sets the participants\u0027 understanding of negotiation influence and strengthens preparation, planning and execution activities involved with both simple and complex negotiations."}],"uid":"27233","created_gmt":"2026-10-01 16:52:38","changed_gmt":"2026-10-01 16:54:48","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-03-15T13:00:00-04:00","event_time_end":"2027-03-18T17:00:00-04:00","event_time_end_last":"2027-03-18T17:00:00-04:00","gmt_time_start":"2027-03-15 17:00:00","gmt_time_end":"2027-03-18 21:00:00","gmt_time_end_last":"2027-03-18 21:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/ensi","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"110501","name":"purchasing"},{"id":"167074","name":"Supply Chain"},{"id":"170001","name":"Supply Chain Engineering"},{"id":"122741","name":"physical internet"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"692966":{"#nid":"692966","#data":{"type":"event","title":"SCL Course: Contracting and Legal Oversight (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EContracting and Legal Oversight provides participants with a holistic and integrated understanding of contract law, contract types, key industry standard contract terms, and contract structure to improve their confidence when creating or modifying contract documents. 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However, conventional quality control using supervised learning relies on abundant labeled data and assumes that future product defects or process faults resemble those known during training. In practice, new defect types emerge, while abnormal conditions may be rarely observed or completely unknown. These challenges are particularly important for in-situ quality control, where defects must be detected or correctly classified for real-time decision-making, including newly emerging defects with limited or unavailable labels. Moreover, for latent defects that cannot be directly inspected online, defects must instead be predicted from indirect process-sensing signals. This requires mapping process-signal changes to possible defects despite scarce or unavailable defect training samples. This talk explores how advances in AI can address these challenges and enable more adaptive and intelligent in-situ quality control and decision-making for smart manufacturing.\u003Cbr\u003E\u0026nbsp;\u003C\/p\u003E\u003Cp\u003E\u003Cstrong\u003EBio: \u003C\/strong\u003EDr. Judy Jin is the A. Galip Ulsoy Collegiate Professor of Engineering and Professor of Industrial and Operations Engineering at the University of Michigan. Her research lies at the intersection of data science and quality engineering, with a focus on synergistically integrating engineering models, AI, and advanced quality control methods to improve system design and operational performance. She has served as PI\/Co-PI on more than $20 million in federally and industry-funded research. Her work has received numerous honors, including 18 Best Paper Awards, the S.M. Wu Research Implementation Award from SME, the Forging Achievement Award from FIERF, the NSF CAREER Award, and the NSF PECASE Award.\u003Cbr\u003E\u003Cbr\u003EDr. Jin currently serves as Editor-in-Chief of IISE Transactions. She has also served as Vice President of INFORMS, Chair of the INFORMS Quality, Statistics and Reliability Section, and President of the IISE Quality Control and Reliability Engineering Division. She is a Fellow of ASME, IISE, and INFORMS.\u003C\/p\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EAI-Enabled In-Situ Quality Control: Learning Beyond the Known\u0026nbsp;\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"AI-Enabled In-Situ Quality Control: Learning Beyond the Known "}],"uid":"36870","created_gmt":"2026-09-09 18:51:49","changed_gmt":"2026-09-17 13:38:13","author":"bjones434","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-20T11:00:00-05:00","event_time_end":"2026-11-20T12:00:00-05:00","event_time_end_last":"2026-11-20T12:00:00-05:00","gmt_time_start":"2026-11-20 16:00:00","gmt_time_end":"2026-11-20 17:00:00","gmt_time_end_last":"2026-11-20 17:00:00","rrule":null,"timezone":"America\/New_York"},"location":"George Tower 360","extras":[],"hg_media":{"681144":{"id":"681144","type":"image","title":"Judy Jin","body":"\u003Cp\u003EJudy Jin\u003C\/p\u003E","created":"1789407369","gmt_created":"2026-09-14 17:36:09","changed":"1789407369","gmt_changed":"2026-09-14 17:36:09","alt":"Judy Jin2","file":{"fid":"265505","name":"Judy-Jin.jpg","image_path":"\/sites\/default\/files\/2026\/09\/14\/Judy-Jin.jpg","image_full_path":"http:\/\/hg.gatech.edu\/\/sites\/default\/files\/2026\/09\/14\/Judy-Jin.jpg","mime":"image\/jpeg","size":81518,"path_740":"http:\/\/hg.gatech.edu\/sites\/default\/files\/styles\/740xx_scale\/public\/2026\/09\/14\/Judy-Jin.jpg?itok=xMCp9Gjo"}}},"media_ids":["681144"],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"}],"categories":[],"keywords":[],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"1795","name":"Seminar\/Lecture\/Colloquium"}],"invited_audience":[{"id":"194945","name":"Alumni"},{"id":"78761","name":"Faculty\/Staff"},{"id":"177814","name":"Postdoc"},{"id":"78771","name":"Public"},{"id":"174045","name":"Graduate students"},{"id":"78751","name":"Undergraduate students"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[],"email":[],"slides":[],"orientation":[],"userdata":""}},"690425":{"#nid":"690425","#data":{"type":"event","title":"SCL Course: Generative AI Application for Supply Chain Professionals (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course provides a deep dive into the ways in which artificial intelligence (AI) optimizes supply chain efficiency. Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization. The course also covers ethical AI use, good and bad use of generative AI (GenAI), and rapidly emerging use cases. By the end, professionals will be skilled in applying AI to enhance supply chain processes and drive success in their organizations.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course targets supply chain managers, data analysts, logistics professionals, procurement specialists, and business leaders aiming to harness GenAI for enhanced supply chain operations. It is ideal for those interested in GenAI-driven efficiency, strategic insights, and navigation of GenAI\u0027s role in transforming supply chain processes.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EEnhance decision-making capabilities through GenAI-driven insights to optimize processes and boost efficiency.\u003C\/li\u003E\u003Cli\u003EAcquire practical skills in prompt engineering and the use of generative AI models.\u003C\/li\u003E\u003Cli\u003EExplore practical use cases that can be reapplied.\u003C\/li\u003E\u003Cli\u003ELearn about good and bad use of GenAI for individuals, teams, and organizations.\u003C\/li\u003E\u003Cli\u003EBecome better equipped to effectively harness GenAI capabilities in supply chain activities and planning.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EFoundational understanding of using GenAI in supply chain management\u003C\/li\u003E\u003Cli\u003EBasics of GenAI\u003C\/li\u003E\u003Cli\u003ECrafting effective AI prompts and their applications in optimizing warehouse layouts\u003C\/li\u003E\u003Cli\u003EPredictive maintenance and supplier selection\u003C\/li\u003E\u003Cli\u003EElimination of redundant tasks through AI\u003C\/li\u003E\u003Cli\u003EEthical considerations, risk assessments, and strategy for AI adoption\u003C\/li\u003E\u003Cli\u003EPractical strategies and real-world examples for implementing AI solutions effectively and making informed decisions\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EParticipants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization."}],"uid":"27233","created_gmt":"2026-05-21 18:04:18","changed_gmt":"2026-05-21 18:05:06","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-04-19T20:00:00-04:00","event_time_end":"2027-04-21T16:00:00-04:00","event_time_end_last":"2027-04-21T16:00:00-04:00","gmt_time_start":"2027-04-20 00:00:00","gmt_time_end":"2027-04-21 20:00:00","gmt_time_end_last":"2027-04-21 20:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education\/course\/gaiascp","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"192390","name":"generative AI"},{"id":"170001","name":"Supply Chain Engineering"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:course@scl.gatech.edu\u0022\u003Ecourse@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"690424":{"#nid":"690424","#data":{"type":"event","title":"SCL Course: Generative AI Application for Supply Chain Professionals (Onsite\/In-Person)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course provides a deep dive into the ways in which artificial intelligence (AI) optimizes supply chain efficiency. Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization. The course also covers ethical AI use, good and bad use of generative AI (GenAI), and rapidly emerging use cases. By the end, professionals will be skilled in applying AI to enhance supply chain processes and drive success in their organizations.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course targets supply chain managers, data analysts, logistics professionals, procurement specialists, and business leaders aiming to harness GenAI for enhanced supply chain operations. It is ideal for those interested in GenAI-driven efficiency, strategic insights, and navigation of GenAI\u0027s role in transforming supply chain processes.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EEnhance decision-making capabilities through GenAI-driven insights to optimize processes and boost efficiency.\u003C\/li\u003E\u003Cli\u003EAcquire practical skills in prompt engineering and the use of generative AI models.\u003C\/li\u003E\u003Cli\u003EExplore practical use cases that can be reapplied.\u003C\/li\u003E\u003Cli\u003ELearn about good and bad use of GenAI for individuals, teams, and organizations.\u003C\/li\u003E\u003Cli\u003EBecome better equipped to effectively harness GenAI capabilities in supply chain activities and planning.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EFoundational understanding of using GenAI in supply chain management\u003C\/li\u003E\u003Cli\u003EBasics of GenAI\u003C\/li\u003E\u003Cli\u003ECrafting effective AI prompts and their applications in optimizing warehouse layouts\u003C\/li\u003E\u003Cli\u003EPredictive maintenance and supplier selection\u003C\/li\u003E\u003Cli\u003EElimination of redundant tasks through AI\u003C\/li\u003E\u003Cli\u003EEthical considerations, risk assessments, and strategy for AI adoption\u003C\/li\u003E\u003Cli\u003EPractical strategies and real-world examples for implementing AI solutions effectively and making informed decisions\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003EParticipants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization.\u003C\/p\u003E","format":"limited_html"}],"field_summary_sentence":[{"value":"Participants will explore generative AI fundamentals, prompt engineering, and practical applications such as automated inventory systems, predictive maintenance, and route optimization."}],"uid":"27233","created_gmt":"2026-05-21 18:02:33","changed_gmt":"2026-05-21 18:03:18","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2027-10-18T20:00:00-04:00","event_time_end":"2027-10-20T16:00:00-04:00","event_time_end_last":"2027-10-20T16:00:00-04:00","gmt_time_start":"2027-10-19 00:00:00","gmt_time_end":"2027-10-20 20:00:00","gmt_time_end_last":"2027-10-20 20:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Georgia Tech Savannah","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education\/course\/gaiascp","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"192390","name":"generative AI"},{"id":"170001","name":"Supply Chain Engineering"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}},"682843":{"#nid":"682843","#data":{"type":"event","title":"SCL Course: Supply Chain Optimization and Prescriptive Analytics (Virtual\/Instructor-led)","body":[{"value":"\u003Ch3\u003E\u003Cstrong\u003ECourse Description\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EThis course is the fourth in the 4-course Supply Chain Analytics Professional certificate program. It incorporates learning advanced analytics and mathematical optimization to find solutions for supply chain problems. You\u2019ll learn how to use linear programming, mixed integer programming, and heuristics to conduct prescriptive analytics related to production processes, distribution networks, and routing. The course serves as a capstone for the program by culminating in a hackathon where you\u2019ll design networks, inventory policies, and scenarios and then evaluate the outcomes via simulations.\u003C\/p\u003E\u003Cp\u003EThe online version of the course is comprised of (4) half-day online instructor-led LIVE group webinars and pre-work (e.g. installing and testing software on your computer, testing connectivity with LMS and meeting software, etc.) to be completed before the first day of the course.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EWho Should Attend\u003C\/strong\u003E\u003C\/h3\u003E\u003Cp\u003EExperienced business professionals who perform or want to perform analytics to improve their supply chain management processes. They want to tackle strategic goals and to perform leading edge analytics projects that address the full complexity of supply chains.\u003C\/p\u003E\u003Ch3\u003E\u003Cstrong\u003EHow You Will Benefit\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003EUse mathematical optimization to transform Supply Chain Management (SCM) processes.\u003C\/li\u003E\u003Cli\u003EApply LP, MIP, and heuristics to SCM, particularly in production planning, routing, and network design.\u003C\/li\u003E\u003Cli\u003EUtilize PowerBI and Python in optimization projects.\u003C\/li\u003E\u003Cli\u003EParticipate in a hackathon that pulls together everything learned throughout the certificate program.\u003C\/li\u003E\u003C\/ul\u003E\u003Ch3\u003E\u003Cstrong\u003EWhat Is Covered\u003C\/strong\u003E\u003C\/h3\u003E\u003Cul\u003E\u003Cli\u003ERole of mathematical optimization in addressing complex SCM challenges \u0026nbsp;\u003C\/li\u003E\u003Cli\u003EAppropriate application of linear programming (LP), mixed integer programming (MIP), and heuristics\u003C\/li\u003E\u003Cli\u003EEvaluation of production processes, distribution networks, and routes using optimization\u003C\/li\u003E\u003Cli\u003EAbility to pull together all content of the certificate program into a prescriptive analytics project\u003C\/li\u003E\u003Cli\u003EHands-on practice with these skills using data from the (fictional) Cardboard Company (CBC)\u003C\/li\u003E\u003C\/ul\u003E","summary":"","format":"limited_html"}],"field_subtitle":"","field_summary":[{"value":"\u003Cp\u003ELearn advanced analytics and mathematical optimization to find solutions for supply chain problems.\u0026nbsp;The course also serves as a capstone for the Supply Chain Analytics Professional certificate program\u0026nbsp;by culminating in a hackathon where you\u2019ll design networks, inventory policies, and scenarios and then evaluate the outcomes via simulations.\u003C\/p\u003E\r\n","format":"limited_html"}],"field_summary_sentence":[{"value":"Learn advanced analytics and mathematical optimization to find solutions for supply chain problems."}],"uid":"27233","created_gmt":"2025-06-23 18:09:54","changed_gmt":"2025-06-23 18:10:44","author":"Andy Haleblian","boilerplate_text":"","field_publication":"","field_article_url":"","field_event_time":{"event_time_start":"2026-11-02T13:00:00-05:00","event_time_end":"2026-11-05T17:00:00-05:00","event_time_end_last":"2026-11-05T17:00:00-05:00","gmt_time_start":"2026-11-02 18:00:00","gmt_time_end":"2026-11-05 22:00:00","gmt_time_end_last":"2026-11-05 22:00:00","rrule":null,"timezone":"America\/New_York"},"location":"Virtual\/Instructor-led","extras":[],"related_links":[{"url":"https:\/\/www.scl.gatech.edu\/education\/professional-education\/course\/scaoc","title":"Course webpage within the SCL website"}],"groups":[{"id":"1242","name":"School of Industrial and Systems Engineering (ISYE)"},{"id":"1243","name":"The Supply Chain and Logistics Institute (SCL)"}],"categories":[],"keywords":[{"id":"7251","name":"analytics"},{"id":"167074","name":"Supply Chain"},{"id":"122741","name":"physical internet"},{"id":"186857","name":"go-gtmi"}],"core_research_areas":[],"news_room_topics":[],"event_categories":[{"id":"10377","name":"Career\/Professional development"}],"invited_audience":[{"id":"78771","name":"Public"}],"affiliations":[],"classification":[],"areas_of_expertise":[],"news_and_recent_appearances":[],"phone":[],"contact":[{"value":"\u003Cp\u003E\u003Ca href=\u0022mailto:info@scl.gatech.edu\u0022\u003Einfo@scl.gatech.edu\u003C\/a\u003E\u003C\/p\u003E","format":"limited_html"}],"email":[],"slides":[],"orientation":[],"userdata":""}}}