Statistics Seminar - Tze Leung Lai

Event Details
  • Date/Time:
    • Thursday September 22, 2016
      11:00 am
  • Location: Advisory Boardroom Groseclose 402
  • Phone:
  • URL:
  • Email:
  • Fee(s):
    N/A
  • Extras:
Contact

Yajun Mei and Jeff Wu

Summaries

Summary Sentence: Statistics Seminar - Tze Leung Lai

Full Summary: No summary paragraph submitted.

Title: Multi-armed Bandits with Covariates: Theory and Applications

Speaker: Prof. Tze Leung Lai, Department of Statistics, Stanford University

Abstract: In the past five years, multi-armed bandits with covariates, also called "contextual bandits" in machine learning, have become an active area of research in data science, stochastic optimization, and statistical modeling because of their applications to the development of personalized strategies in translational medicine and in recommender systems for web-based marketing and electronic business. After a brief review of the relatively complete classical  (context-free) bandit theory, we describe a corresponding theory, covering both parametric and nonparametric approaches, for contextual bandits and illustrate their applications to personalized strategies.

Additional Information

In Campus Calendar
No
Groups

H. Milton Stewart School of Industrial and Systems Engineering (ISYE)

Invited Audience
Undergraduate students, Faculty/Staff, Graduate students
Categories
Seminar/Lecture/Colloquium
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Status
  • Created By: Anita Race
  • Workflow Status: Draft
  • Created On: Sep 20, 2016 - 2:22am
  • Last Updated: Apr 13, 2017 - 5:14pm