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Algorithmic learning theory : 23rd International Conference, ALT 2012, Lyon, France, October 29-31, 2012. Proceedings

Author: Nader H Bshouty
Publisher: Berlin ; New York : Springer, ©2012.
Series: Lecture notes in computer science., Lecture notes in artificial intelligence ;, 7568.; Lecture notes in computer science.; LNCS sublibrary., SL 7,, Artificial intelligence.
Edition/Format:   eBook : Document : Conference publication : EnglishView all editions and formats
Database:WorldCat
Summary:
This book constitutes the refereed proceedings of the 23rd International Conference on Algorithmic Learning Theory, ALT 2012, held in Lyon, France, in October 2012. The conference was co-located and held in parallel with the 15th International Conference on Discovery Science, DS 2012. The 23 full papers and 5 invited talks presented were carefully reviewed and selected from 47 submissions. The papers are organized  Read more...
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Genre/Form: Electronic books
Conference papers and proceedings
Congresses
Material Type: Conference publication, Document, Internet resource
Document Type: Internet Resource, Computer File
All Authors / Contributors: Nader H Bshouty
ISBN: 9783642341069 3642341063 3642341055 9783642341052
OCLC Number: 812453532
Description: 1 online resource.
Contents: Editors' Introduction / Nader H. Bshouty, Gilles Stoltz, Nicolas Vayatis and Thomas Zeugmann --
Declarative Modeling for Machine Learning and Data Mining / Luc De Raedt --
Learnability beyond Uniform Convergence / Shai Shalev-Shwartz --
Some Rates of Convergence for the Selected Lasso Estimator / Pascal Massart and Caroline Meynet --
Recent Developments in Pattern Mining / Toon Calders --
Exploring Sequential Data / Gilbert Ritschard --
Enlarging Learnable Classes / Sanjay Jain, Timo Kötzing and Frank Stephan --
Confident and Consistent Partial Learning of Recursive Functions / Ziyuan Gao and Frank Stephan --
Automatic Learning from Positive Data and Negative Counterexamples / Sanjay Jain and Efim Kinber --
Regular Inference as Vertex Coloring / Christophe Costa Florêncio and Sicco Verwer --
Sauer's Bound for a Notion of Teaching Complexity / Rahim Samei, Pavel Semukhin, Boting Yang and Sandra Zilles --
On the Learnability of Shuffle Ideals / Dana Angluin, James Aspnes and Aryeh Kontorovich --
New Analysis and Algorithm for Learning with Drifting Distributions / Mehryar Mohri and Andres Muñoz Medina --
On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples / Shai Ben-David and Ruth Urner --
Efficient Protocols for Distributed Classification and Optimization / Hal Daumé III, Jeff M. Phillips, Avishek Saha and Suresh Venkatasubramanian. The Safe Bayesian / Learning the Learning Rate via the Mixability Gap / Peter Grünwald --
Data Stability in Clustering: A Closer Look / Lev Reyzin --
Thompson Sampling: An Asymptotically Optimal Finite-Time Analysis / Emilie Kaufmann, Nathaniel Korda and Rémi Munos --
Regret Bounds for Restless Markov Bandits / Ronald Ortner, Daniil Ryabko, Peter Auer and Rémi Munos --
Minimax Number of Strata for Online Stratified Sampling Given Noisy Samples / Alexandra Carpentier and Rémi Munos --
Weighted Last-Step Min-Max Algorithm with Improved Sub-logarithmic Regret / Edward Moroshko and Koby Crammer --
Online Prediction under Submodular Constraints / Daiki Suehiro, Kohei Hatano, Shuji Kijima, Eiji Takimoto and Kiyohito Nagano --
Lower Bounds on Individual Sequence Regret / Eyal Gofer and Yishay Mansour --
A Closer Look at Adaptive Regret / Dmitry Adamskiy, Wouter M. Koolen, Alexey Chernov and Vladimir Vovk --
Partial Monitoring with Side Information / Gábor Bartók and Csaba Szepesvári --
PAC Bounds for Discounted MDPs / Tor Lattimore and Marcus Hutter --
Buy Low, Sell High / Wouter M. Koolen and Vladimir Vovk --
Kernelization of Matrix Updates, When and How? / Manfred K. Warmuth, Wojciech Kotłowski and Shuisheng Zhou --
Predictive Complexity and Generalized Entropy Rate of Stationary Ergodic Processes / Mrinalkanti Ghosh and Satyadev Nandakumar.
Series Title: Lecture notes in computer science., Lecture notes in artificial intelligence ;, 7568.; Lecture notes in computer science.; LNCS sublibrary., SL 7,, Artificial intelligence.
Other Titles: ALT 2012
Responsibility: Nader H. Bshouty [and others] (eds.).

Abstract:

Constitutes the refereed proceedings of the 23rd International Conference on Algorithmic Learning Theory, ALT 2012, held in Lyon, France, in October 2012.  Read more...

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