| Description |
1 online resource (xiii, 451 pages) : illustrations (some color) |
| Series |
Lecture notes in computer science, 0302-9743 ; 6925. Lecture notes in artificial intelligence |
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Lecture notes in computer science ; 6925. 0302-9743
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Lecture notes in computer science. Lecture notes in artificial intelligence
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| Contents |
Machine generated contents note: Invited Papers -- Models for Autonomously Motivated Exploration in Reinforcement Learning (Extended Abstract) / Chris Watkins -- On the Expressive Power of Deep Architectures / Olivier Delalleau -- Optimal Estimation / Jorma Rissanen -- Learning from Label Preferences / Johannes Furnkranz -- Information Distance and Its Extensions / Ming Li -- Inductive Inference -- Iterative Learning from Positive Data and Counters / Timo Kotzing -- Robust Learning of Automatic Classes of Languages / Frank Stephan -- Learning and Classifying / Frank Stephan -- Learning Relational Patterns / Sandra Zilles -- Regression -- Adaptive and Optimal Online Linear Regression on l1-Balls / Jia Yuan Yu -- Re-adapting the Regularization of Weights for Non-stationary Regression / Koby Crammer -- Competing against the Best Nearest Neighbor Filter in Regression / Joseph Salmon -- Bandit Problems -- Lipschitz Bandits without the Lipschitz Constant / Jia Yuan Yu -- Deviations of Stochastic Bandit Regret / Jean-Yves Audibert -- On Upper-Confidence Bound Policies for Switching Bandit Problems / Eric Moulines -- Upper-Confidence-Bound Algorithms for Active Learning in Multi-armed Bandits / Peter Auer -- Online Learning -- Perception with Dynamic Margin / Petroula Tsampouka -- Combining Initial Segments of Lists / David P. Helmbold -- Regret Minimization Algorithms for Pricing Lookback Options / Yishay Mansour -- Making Online Decisions with Bounded Memory / Wei-Fu Lu -- Universal Prediction of Selected Bits / Vaibhav Gavane -- Semantic Communication for Simple Goals Is Equivalent to On-line Learning / Santosh Vempala -- Kernel and Margin Based Methods -- Accelerated Training of Max-Margin Markov Networks with Kernels / S.V.N. Vishwanathan -- Domain Adaptation in Regression / Mehryar Mohri |
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Note continued: Approximate Reduction from AUC Maximization to 1-Norm Soft Margin Optimization / Eiji Takimoto -- Intelligent Agents -- Axioms for Rational Reinforcement Learning / Marcus Hutter -- Universal Knowledge-Seeking Agents / Laurent Orseau -- Asymptotically Optimal Agents / Marcus Hutter -- Time Consistent Discounting / Marcus Hutter -- Other Learning Models -- Distributional Learning of Simple Context-Free Tree Grammars / Ryo Yoshinaka -- On Noise-Tolerant Learning of Sparse Parities and Related Problems / Santosh Vempala -- Supervised Learning and Co-training / Balazs Szorenyi -- Learning a Classifier when the Labeling Is Known / Shai Ben-David -- Erratum -- Erratum: Learning without Coding / Sandra Zilles |
| Summary |
This book constitutes the refereed proceedings of the 22nd International Conference on Algorithmic Learning Theory, ALT 2011, held in Espoo, Finland, in October 2011, co-located with the 14th International Conference on Discovery Science, DS 2011. The 28 revised full papers presented together with the abstracts of 5 invited talks were carefully reviewed and selected from numerous submissions. The papers are divided into topical sections of papers on inductive inference, regression, bandit problems, online learning, kernel and margin-based methods, intelligent agents and other learning models |
| Analysis |
Computer science |
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Computer software |
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Logic design |
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Artificial intelligence |
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Artificial Intelligence (incl. Robotics) |
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Mathematical Logic and Formal Languages |
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Algorithm Analysis and Problem Complexity |
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Computation by Abstract Devices |
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Logics and Meanings of Programs |
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Information Systems Applications (incl. Internet) |
| Bibliography |
Includes bibliographical references and index |
| Subject |
Computer algorithms -- Congresses
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Machine learning -- Congresses
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Informatique.
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Computer algorithms
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Machine learning
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| Genre/Form |
proceedings (reports)
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Conference papers and proceedings
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Conference papers and proceedings.
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Actes de congrès.
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| Form |
Electronic book
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| Author |
Kivinen, Jyrki, 1965-
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| ISBN |
9783642244124 |
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3642244122 |
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3642244114 |
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9783642244117 |
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