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Titolo: |
Recent Advances in Reinforcement Learning [[electronic resource] ] : 8th European Workshop, EWRL 2008, Villeneuve d'Ascq, France, June 30-July 3, 2008, Revised and Selected Papers / / edited by Sertan Girgin, Manuel Loth, Rémi Munos, Philippe Preux, Daniil Ryabko
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Pubblicazione: | Berlin, Heidelberg : , : Springer Berlin Heidelberg : , : Imprint : Springer, , 2008 |
Edizione: | 1st ed. 2008. |
Descrizione fisica: | 1 online resource (XII, 283 p.) |
Disciplina: | 006.3/1 |
Soggetto topico: | Artificial intelligence |
Computer programming | |
Computers | |
Application software | |
Database management | |
Artificial Intelligence | |
Programming Techniques | |
Theory of Computation | |
Computation by Abstract Devices | |
Information Systems Applications (incl. Internet) | |
Database Management | |
Persona (resp. second.): | GirginSertan |
LothManuel | |
MunosRémi | |
PreuxPhilippe | |
RyabkoDaniil | |
Note generali: | International conference proceedings. |
Nota di bibliografia: | Includes bibliographical references and index. |
Nota di contenuto: | Lazy Planning under Uncertainty by Optimizing Decisions on an Ensemble of Incomplete Disturbance Trees -- Exploiting Additive Structure in Factored MDPs for Reinforcement Learning -- Algorithms and Bounds for Rollout Sampling Approximate Policy Iteration -- Efficient Reinforcement Learning in Parameterized Models: Discrete Parameter Case -- Regularized Fitted Q-Iteration: Application to Planning -- A Near Optimal Policy for Channel Allocation in Cognitive Radio -- Evaluation of Batch-Mode Reinforcement Learning Methods for Solving DEC-MDPs with Changing Action Sets -- Bayesian Reward Filtering -- Basis Expansion in Natural Actor Critic Methods -- Reinforcement Learning with the Use of Costly Features -- Variable Metric Reinforcement Learning Methods Applied to the Noisy Mountain Car Problem -- Optimistic Planning of Deterministic Systems -- Policy Iteration for Learning an Exercise Policy for American Options -- Tile Coding Based on Hyperplane Tiles -- Use of Reinforcement Learning in Two Real Applications -- Applications of Reinforcement Learning to Structured Prediction -- Policy Learning – A Unified Perspective with Applications in Robotics -- Probabilistic Inference for Fast Learning in Control -- United We Stand: Population Based Methods for Solving Unknown POMDPs -- New Error Bounds for Approximations from Projected Linear Equations -- Markov Decision Processes with Arbitrary Reward Processes. |
Sommario/riassunto: | This book constitutes revised and selected papers of the 8th European Workshop on Reinforcement Learning, EWRL 2008, which took place in Villeneuve d'Ascq, France, during June 30 - July 3, 2008. The 21 papers presented were carefully reviewed and selected from 61 submissions. They are dedicated to the field of and current researches in reinforcement learning. |
Titolo autorizzato: | Recent Advances in Reinforcement Learning ![]() |
ISBN: | 3-540-89722-4 |
Formato: | Materiale a stampa ![]() |
Livello bibliografico | Monografia |
Lingua di pubblicazione: | Inglese |
Record Nr.: | 996466337803316 |
Lo trovi qui: | Univ. di Salerno |
Opac: | Controlla la disponibilità qui |