Table of Contens

INVITED LECTURES

Extracting Information from the Web for Concept Learning and Collaborative Filtering, Abstract.		1 - 12
William W. Cohen
The Divide-and-Conquer Manifesto, Abstract.		13 - 26
Thomas G. Dietterich
Sequential Sampling Techniques for Algorithmic Learning Theory, Abstract.		27 - 40
Osamu Watanabe
REGULAR CONTRIBUTIONS
Statistical Learning
Towards an Algorithmic Statistics, Abstract.		41 - 55
Peter Gács, John Tromp, and Paul Vitányi
Minimum Message Length Grouping of Ordered Data, Abstract.		56 - 70
Leigh J. Fitzgibbon, Lloyd Allison, and David L. Dowe
Learning from Positive and Unlabeled Examples, Abstract.		71 - 85
Fabien Letouzey, François Denis, and Rémi Gilleron
Inductive Inference
Learning Erasing Pattern Languages with Queries, Abstract.		86 - 100
Jochen Nessel and Steffen Lange
Learning Recursive Concepts with Anomalies, Abstract.		101 - 115
Gunter Grieser, Steffen Lange, and Thomas Zeugmann
Identification of Function Distinguishable Languages, Abstract.		116 - 130
Henning Fernau
A Probabilistic Identification Result, Abstract.		131 - 140
Eric McCreath
ILP
A New Framework for Discovering Knowledge from Two-Dimensional Structured Data Using Layout Formal Graph System, Abstract.		141 - 155
Tomoyuki Uchida, Yuko Itokawa, Takayoshi Shoudai, Tetsuhiro Miyahara, and Yasuaki Nakamura
Hypotheses Finding via Residue Hypotheses with the Resolution Principle, Abstract.		156 - 165
Akihiro Yamamoto and Bertram Fronhöfer
Conceptual Classifications Guided by a Concept Hierarchy, Abstract.		166 - 178
Yuhsuke Itoh and Makoto Haraguchi
Learning Taxonomic Relation by Case-Based Reasoning, Abstract.		179 - 193
Ken Satoh
Complexity
Average-Case Analysis of Classification Algorithms for Boolean Functions and Decision Trees, Abstract.		194 - 208
Tobias Scheffer
Self-Duality of Bounded Monotone Boolean Functions and Related Problems, Abstract.		209 - 223
Daya Ram Gaur and Ramesh Krishnamurti
Sharper Bounds for the Hardness of Prototype and Feature Selection, Abstract.		224 - 237
Richard Nock and Marc Sebban
On the Hardness of Learning Acyclic Conjunctive Queries, Abstract.		238 - 251
Kouichi Hirata
Neural Network and Other Paradigms
Dynamic Hand Gesture Recognition Based on Randomized Self-Organizing Map Algorithm, Abstract.		252 - 263
Tarek El. Tobely, Yuichiro Yoshiki, Ryuichi Tsuda, Naoyuki Tsuruta, and Makoto Amamiya
On Approximate Learning by Multi-layered Feedforward Circuits, Abstract.		264 - 278
Bhaskar DasGupta and Barbara Hammer
The Last-Step Minimax Algorithm, Abstract.		279 - 290
Eiji Takimoto and Manfred K. Warmuth
Rough Sets and Ordinal Classification, Abstract.		291 - 305
Jan C. Bioch and Viara Popova
Support Vector Machines
A Note on the Generalization Performance of Kernel Classifiers with Margin, Abstract.		306 - 315
Theodoros Evgeniou and Massimiliano Pontil
On the Noise Model of Support Vector Machines Regression, Abstract.		316 - 324
Massimiliano Pontil, Sayan Mukherjee, and Federico Girosi
Computationally Efficient Transductive Machines, Abstract.		325 - 333
Craig Saunders, Alexander Gammerman, and Volodya Vovk
Author Index		335

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