Sequential Decision Making with Big Data
Papers from the 2014 AAAI Workshop
Amir-massoud Farahmand, André M.S. Barreto, Mohammad Ghavamzadeh, Joelle Pineau, Doina Precup, Organizers
AAAI Technical Report WS-14-12
published by The AAAI Press, Palo Alto, California
This technical report is also available in book format.
Contents
Organizers
Amir-massoud Farahmand
Feature Reinforcement Learning: State of the Art
Mayank Daswani, Peter Sunehag, Marcus Hutter
Thompson Sampling for Combinatorial Bandits and Its Application to Online Feature Selection
Audrey Durand, Christian Gagné
Spectral Bandits for Smooth Graph Functions with Applications in Recommender Systems
Tomáš Kocák, Michal Valko, Rémi Munos, Branislav Kveton, Shipra Agrawal
Matroid Bandits: Practical Large-Scale Combinatorial Bandits
Branislav Kveton, Zheng Wen, Azin Ashkan, Hoda Eydgahi
Surprise and Curiosity for Big Data Robotics
Adam White, Joseph Modayil, Richard S. Sutton
Integrating Representation Learning and Temporal Difference Learning: A Matrix Factorization Approach
Martha White
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