PASCAL - Subject: COMPLACS

Evaluation and Analysis of the Performance of the EXP3 Algorithm in Stochastic Environments Yevgeny Seldin, Csaba Szepesvári, Peter Auer and Yasin Abbasi-Yadkori Article (12 January 2013)

Dynamic Policy Programming Mohammad Azar and Bert Kappen Article Item not available online. (2013)

Minimax PAC Bounds on the Sample Complexity of Reinforcement Learning with a Generative Model Mohammad Azar, Remi Munos and Bert Kappen Article Item not available online. (2013)

Optimistic Planning for Belief-Augmented Markov Decision Processes Raphael Fonteneau, Lucian Busoniu and Rémi Munos Conference or Workshop Item Item not available online. (2013)

Stochastic Simultaneous Optimistic Optimization Michal Valko, Alexandra Carpentier and Rémi Munos Conference or Workshop Item Item not available online. (2013)

Superevolution: Sex as Gibbs Sampling Chris Watkins and Yvonne Buttkewitz Conference or Workshop Item Item availablity restricted. (2013)

Toward Optimal Stratification for Stratified Monte-Carlo Integration Alexandra Carpentier and Rémi Munos Conference or Workshop Item Item not available online. (2013)

Symbolic Dynamic Programming for Continuous State and Observation POMDPs Zahra Zamani and Scott Sanner Conference or Workshop Item (03 December 2012)

Hierarchical Optimistic Region Selection driven by Curiosity. Odalric-Ambrym Maillard Article Item not available online. (December 2012)

Online allocation and homogeneous partitioning for piecewise constant mean-approximation. Alexandra Carpentier and Odalric-Ambrym Maillard Article Item not available online. (December 2012)

PAC-Bayesian Inequalities for Martingales Yevgeny Seldin, François Laviolette, Nicolò Cesa-Bianchi, John Shawe-Taylor and Peter Auer Article Item not available online. (December 2012)

Competing with an Infinite Set of Models in Reinforcement Learning Phuong Nguyen, Odalric-Ambrym Maillard, Daniil Ryabko and Ronald Ortner Conference or Workshop Item Item not available online. (November 2012)

Optimal regret bounds for selecting the state representation in reinforcement learning. Odalric-Ambrym Maillard, Phuong Nguyen, Ronald Ortner and Daniil Ryabko Article (01 October 2012)

Score-based Bayesian Skill Learning Shengbo Guo, Scott Sanner, Thore Graepel and Wray Buntine Conference or Workshop Item (24 September 2012)

Reassignment-Based Strategy-Proof Mechanisms for Interdependent Task Allocation Ayman Ghoneim Conference or Workshop Item (03 September 2012)

Semi-Supervised Apprenticeship Learning Michal Valko, Mohammad Ghavamzadeh and Alessandro Lazaric Article (September 2012)

Symbolic Dynamic Programming for Continuous State and Action MDPs Zahra Zamani and Scott Sanner Conference or Workshop Item (22 July 2012)

Symbolic Variable Elimination for Discrete and Continuous Graphical Models Scott Sanner and Ehsan Abbasnejad Conference or Workshop Item (22 July 2012)

A Survey of the Seventh International Planning Competition Amanda Coles, Andrew Coles, Angel Garcia Olaya, Sergio Jimenez, Carlos Linares Lopez, Scott Sanner and Sungwook Yoon Article (01 June 2012)

PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits Yevgeny Seldin, Nicolò Cesa-Bianchi, Peter Auer, François Laviolette and John Shawe-Taylor Article (02 May 2012)

Online Clustering of Processes Azadeh Khaleghi, Daniil Ryabko, Jeremie Mary and Philippe Preux Conference or Workshop Item Item not available online. (April 2012)

Autonomous Exploration For Navigating In MDPs Shiau Hong Lim and Peter Auer Conference or Workshop Item Item availablity restricted. (14 February 2012)

Online Regret Bounds for Undiscounted Continuous Reinforcement Learning Ronald Ortner and Daniil Ryabko Conference or Workshop Item Item not available online. (2012)

A Dantzig Selector Approach to Temporal Difference Learning Matthieu Geist, Bruno Scherrer, Alessandro Lazaric and Mohammad Ghavamzadeh Conference or Workshop Item Item not available online. (2012)

A Truthful Learning Mechanism for Multi-Slot Sponsored Search Auctions with Externalities (Extended Abstract) Nicola Gatti, Alessandro Lazaric and Francesco Trovo Conference or Workshop Item Item not available online. (2012)

Adaptive stratified sampling for monte-carlo integration of differentiable functions Alexandra Carpentier and Rémi Munos Conference or Workshop Item Item not available online. (2012)

Best Arm Identification: A Unified Approach to Fixed Budget and Fixed Confidence Victor Gabillon, Mohammad Ghavamzadeh and Alessandro Lazaric Conference or Workshop Item Item not available online. (2012)

Conservative and Greedy Approaches to Classification-based Policy Iteration Mohammad Ghavamzadeh and Alessandro Lazaric Conference or Workshop Item Item not available online. (2012)

Dynamic policy programming Mohammad Azar and Bert Kappen Article (2012)

Explicit solution of relative entropy weighted control Joris Bierkens and Bert Kappen Article Item not available online. (2012)

Learning with stochastic inputs and adversarial outputs Alessandro Lazaric and Rémi Munos Article Item not available online. (2012)

Linear regression with random projections Odalric-Ambrym Maillard and Rémi Munos Article Item not available online. (2012)

Locating Changes in Highly Dependent Data with Unknown Number of Change Points Azadeh Khaleghi and Daniil Ryabko Conference or Workshop Item Item not available online. (2012)

Minimax number of strata for online stratified sampling given noisy samples Alexandra Carpentier and Rémi Munos Conference or Workshop Item Item not available online. (2012)

Minimax PAC-bounds on the sample complexity of reinforcement learning with a generative model Mohammad Gheshlaghi Azar, Rémi Munos and Hilbert Kappen Article Item not available online. (2012)

On the sample Complexity of Reinforcement Learning with a Generative Model Mohammad Azar, Remi Munos and Bert Kappen Conference or Workshop Item (2012)

Online solution of the average cost Kullback-Leibler optimization problem Joris Bierkens, Vicenc Gomez and Bert Kappen Article Item not available online. (2012)

Reducing statistical time-series problems to binary classification Daniil Ryabko and Jérémie Mary Conference or Workshop Item Item not available online. (2012)

Regret Bounds for Restless Markov Bandits Ronald Ortner, Daniil Ryabko, Remi Munos and Peter Auer Conference or Workshop Item Item not available online. (2012)

Risk Averse Multi-Arm Bandits Amir Sani, Alessandro Lazaric and Rémi Munos Conference or Workshop Item Item not available online. (2012)

Speedy Q-Learning: A Computationally Efficient Reinforcement Learning Algorithm with a Near Optimal Rate of Convergence Mohammad Azar, Remi Munos, M. Ghavamzadach and Bert Kappen Article Item not available online. (2012)

Testing composite hypotheses about discrete ergodic processes daniil ryabko Article Item not available online. (2012)

Thompson sampling: an asymptotically optimal finite time analysis Emilie Kaufmann, Nathaniel Korda and Rémi Munos Conference or Workshop Item Item not available online. (2012)

Online solution of the average cost Kullback-Leibler optimization problem Joris Bierkens and Bert Kappen Conference or Workshop Item Item availablity restricted. (16 December 2011)

Conditional Anomaly Detection with Soft Harmonic Functions Michal Valko, Branislav Kveton, Hamed Valizadegan, Gregory Cooper and Milos Hauskrecht Conference or Workshop Item (12 December 2011)

PAC-Bayesian Analysis of Contextual Bandits Yevgeny Seldin, Peter Auer, François Laviolette, John Shawe-Taylor and Ronald Ortner Conference or Workshop Item (December 2011)

Adaptive Aggregation for Reinforcement Learning in Average Reward Markov Decision Processes Ronald Ortner Article Item not available online. (September 2011)

Classification-based Policy Iteration with a Critic Victor Gabillon, Alessandro Lazaric, Mohammad Ghavamzadeh and Bruno Scherer Conference or Workshop Item Item not available online. (2011)

Finite time analysis of stratified sampling for monte carlo Alexandra Carpentier and Rémi Munos Article (2011)

Finite-sample analysis of Lasso-TD Mohammad Ghavamzadeh, Alessandro Lazaric, Rémi Munos and Matthew Hoffman Article (2011)

Finite-Sample Analysis of Lasso-TD Mohammad Ghavamzadeh, Alessandro Lazaric, Remi Munos and Matthew Hoffman Conference or Workshop Item (2011)

Finite-time analysis of multi-armed bandits problems with Kullback-Leibler divergences Odalric Maillard, Rémi Munos and Gilles Stoltz Article (2011)

Multi-Bandit Best Arm Identification Victor Gabillon, Mohammad Ghavamzadeh, Alessandro Lazaric and Sebastien Bubeck Conference or Workshop Item (2011)

Noisy Search with Comparative Feedback Shiau Hong Lim and Peter Auer Conference or Workshop Item (2011)

On the relation between realizable and non-realizable cases of the sequence prediction problem. Daniil Ryabko Article Item not available online. (2011)

Optimistic optimization of deterministic functions without the knowledge of its smoothness Rémi Munos Article (2011)

Optimistic planning for sparsely stochastic systems Lucian Busoniu, Rémi Munos, Bart De Schutter and Robert Babuska Article (2011)

Regularized Least Squares Temporal Difference learning with nested L2 and L1 penalization Matthew Hoffman, Alessandro Lazaric, Mohammad Ghavamzadeh and Remi Munos Conference or Workshop Item Item not available online. (2011)

Selecting the state-representation in reinforcement learning Odalric Maillard, Rémi Munos and Daniil Ryabko Article (2011)

Sparse recovery with brownian sensing Alexandra Carpentier, Odalric Maillard and Rémi Munos Article (2011)

Speedy Q-Learning Mohammad Gheshlaghi Azar, Remi Munos, Mohammad Ghavamzadeh and Hilbert Kappen Conference or Workshop Item (2011)

Towards the best history-dependent strategy Odalric Maillard and Rémi Munos Article (2011)

Upper confidence bounds algorithms for active learning in multi-armed bandits Alexandra Carpentier, Mohammad Ghavamzadeh, Alessandro Lazaric, Rémi Munos and Peter Auer Article Item not available online. (2011)

Upper-Confidence-Bound Algorithms for Active Learning in Multi-Armed Bandits Alexandra Carpentier, Alessandro Lazaric, Mohammad Ghavamzadeh, Remi Munos and Peter Auer Conference or Workshop Item (2011)