Location: EU Supported » PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning » On-line Trading of Exploration and Exploitation 2006 - Whistler

event thumbnail image

On-line Trading of Exploration and Exploitation 2006 - Whistler

On Efficient Sequential Decision Making in Structured Problems

author:Adam Kalai, Toyota Technological Institute at Chicago
published: Feb. 25, 2007, recorded: December 2006, views: 166

Categories

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

Turn off the lights

You might be experiencing some problems with Your Video player.

Slides

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

Related content

Visitors who watched this lecture also watched...

Exploration Vs. Explotation
192 views - Zakria Hussain, 2006

Online Learning and Game Theory
2582 views - Adam Kalai, 2005

Introduction to the On-line Trading of Exploration and Exploitation Workshop
116 views - Zakria Hussain, 2006

Monte Carlo Simulation for Statistical Inference, Model Selection and Decision Making
8355 views - Nando de Freitas, 2008

Using upper confidence bounds to control exploration and exploitation
233 views - Csaba Szepesvari, 2006

Effects of Stress and Genotype on Exploration-Exploitation Dynamics in Reinforcement Learning
123 views - Gedi Lukšys, 2006

Finite horizon exploration for path integral control problems
200 views - Bert Kappen, 2006

Reinforcement Learning Theory
904 views - John Langford, 2006

Use of variance estimation in the multi-armed bandit problem
138 views - Jean Yves Audibert, 2006

Fuzzy Logic
16597 views - Michael Berthold, 2005

Report a problem or upload files

If you have found a problem with this lecture or would like to send us extra material, articles, exercises, etc., please use our ticket system to describe your request and upload the data.
Enter your e-mail into the 'Cc' field, and we will keep you updated with your request's status.

Lecture popularity: You need to login to cast your vote.

See Also:

Download slides icon Download slides: otee06_kalai_esdms_01.ppt (497.0 KB)

Launch Windows Media Player Launch in a standalone WM Player

WMedia Player Switch to Windows Media Player

Help icon Streaming Video Help

WebLink icon Windows Media Player Firefox Plugin - Download

Link this page

Would you like to put a link to this lecture on your homepage?
Go ahead! Copy the HTML snippet !

Write your own review or comment:

Comment
Name
Email address
URL

make sure you have javascript enabled or clear this field: