CSE Seminar with University of Illinois at Urbana-Champaign Ph.D. student Yunan Luo

Event Details
  • Date/Time:
    • Tuesday February 2, 2021
      11:00 am - 12:00 pm
  • Location: Atlanta, GA
  • Phone:
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  • Fee(s):
    N/A
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Contact

Kristen Peres

kristen.perez@cc.gatech.edu

Summaries

Summary Sentence: CSE Seminar with University of Illinois at Urbana-Champaign Ph.D. student Yunan Luo

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Name: Yunan Luo

Date/Time: Tuesday, February 2 at 11:00 am

Link:  https://bluejeans.com/337476694

Presentation title: Machine learning for large- and small-data biomedical discovery

Abstract: In modern biomedicine, the role of computation becomes more crucial in light of the ever-increasing growth of biological data, which requires effective computational methods to integrate them in a meaningful way and unveil previously undiscovered biological insights. In this talk, I will discuss my research on machine learning for large- and small-data biomedical discovery. First, I will describe a representation learning algorithm for the integration of large-scale heterogeneous data to disentangle out non-redundant information from noises and to represent them in a way amenable to comprehensive analyses; this algorithm has enabled several successful applications in drug repurposing. Next, I will present a deep learning model that utilizes evolutionary data and unlabeled data to guide protein engineering in a small-data scenario; the model has been integrated into lab workflows and enabled the engineering of new protein variants with enhanced properties. I will conclude my talk with future directions of using data science methods to assist biological design and to support decision making in biomedicine.

Bio: Yunan Luo (http://yunan.cs.illinois.edu/) is a Ph.D. student advised by Prof. Jian Peng in the Department of Computer Science, University of Illinois at Urbana-Champaign. Previously, he received his Bachelor’s degree in Computer Science from Tsinghua University in 2016. His research interests are in computational biology and machine learning. His research has been recognized by a Baidu Ph.D. Fellowship and a CompGen Ph.D. Fellowship.

Additional Information

In Campus Calendar
Yes
Groups

College of Computing, School of Computational Science and Engineering

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Categories
Seminar/Lecture/Colloquium
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Status
  • Created By: Kristen Perez
  • Workflow Status: Published
  • Created On: Jan 27, 2021 - 3:25pm
  • Last Updated: Jan 27, 2021 - 3:25pm