Exploration with Limited Memory - Streaming Algorithms for Coin Tossing, Noisy Comparisons, and Multi-Armed Bandits
Association for Computing Machinery (ACM) via YouTube
Overview
Syllabus
Intro
A Naive Algorithm
Median Elimination (Even-Dar et al., 2002, 2006)
Sample Complexity
A twist on perspective: Memory
Streaming Coin Tossing Problem
Comparison with the Naive Algorithm
Motivating Question
First Attempt: Proof Sketch
Noisy Comparisons and Multi-Armed Bandits
Concepts and Notations
First Idea
Main Idea: Budgeting
Analysis: GAME-OF-COINS
Top-k Coins Algorithm
Conclusion and Summary
Taught by
Association for Computing Machinery (ACM)