On-line Trading of Exploration and Exploitation

On Efficient Sequential Decision Making in Structured Problems

author: Adam Kalai, Toyota Technological Institute

Categories

Top: Computer Science: Machine Learning: Active Learning: Exploration vs. Exploitation

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*Slides*
0:00	Efficient Sequential Decision-Making in Structured Problems
0:55	BANDITS AND REGRET
3:14	TWO APPROACHES
5:55	STRUCTURED COMB-OPT
12:17	STRUCTURED COMB-OPT
15:00	MAIN POINTS
17:07	MAIN RESULT
20:39	EXPLORE vs EXPLOIT
24:49	REMAINDER OF TALK
25:25	GOING TO d-DIMENSIONS
27:33	EXPLORATION BASIS
31:35	EXPLORE vs EXPLOIT
32:16	INSTABILITY
35:36	STABILITY ANALYSIS [KV03]
38:50	BANDIT CONVEX OPT.
41:11	MOTIVATING EXAMPLE
42:18	BACTERIAL ASCENT

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