EditorsÆ Introduction / N. Abe ; R. Khardon ; T. Zeugmann |
Invited Papers |
The Discovery Science Project in Japan / S. Arikawa |
Queries Revisited / D. Angluin |
Robot Baby 2001 / P.R. Cohen ; T. Oates ; N. Adams ; C.R. Beal |
Discovering Mechanisms: A Computational Philosophy of Science Perspective / L. Darden |
Inventing Discovery Tools: Combining Information Visualization with Data Mining / B. Shneiderman |
Complexity of Learning |
On Learning Correlated Boolean Functions Using Statistical Queries / K. Yang |
A Simpler Analysis of the Multi-way Branching Decision Tree Boosting Algorithm / K. Hatano |
Minimizing the Quadratic Training Error of a Sigmoid Neuron Is Hard / J. &Scron;ima |
Support Vector Machines |
Learning of Boolean Functions Using Support Vector Machines / K. Sadohara |
A Random Sampling Technique for Training Support Vector Machines (For Primal-Form Maximal-Margin Classifiers) / J. Balcázar ; Y. Dai ; O. Watanabe |
New Learning Models |
Learning Coherent Concepts / A. Garg ; D. Roth |
Learning Intermediate Concepts / S.S. Kwek |
Real-Valued Multiple-Instance Learning with Queries / D.R. Dooly ; S.A. Goldman |
Online Learning |
Loss Functions, Complexities, and the Legendre Transformation / Y. Kalnishkan ; M.V. Vyugin ; V. Vovk |
Non-linear Inequalities between Predictive and Kolmogorov Complexities / V.V. V'yugin |
Inductive Inference |
Learning by Switching Type of Information / S. Jain ; F. Stephan |
Learning How to Separate |
Learning Languages in a Union / Y.K. Ng ; T.S. Tay |
On the Comparison of Inductive Inference Criteria for Uniform Learning of Finite Classes / S. Zilles |
Refutable Inductive Inference |
Refutable Language Learning with a Neighbor System / Y. Mukouchi ; M. Sato |
Learning Recursive Functions Refutably / E. Kinber ; R. Wiehagen |
Refuting Learning Revisited / W. Merkle |
Learning Structures and Languages |
Efficient Learning of Semi-structured Data from Queries / H. Arimura ; H. Sakamoto |
Extending Elementary Formal Systems / S. Lange ; G. Grieser ; K.P. Jantke |
Learning Regular Languages Using RFSA / F. Denis ; A. Lemay ; A. Terlutte |
Inference of ?-Languages from Prefixes / C. de la Higuera ; J.-C. Janodet |
Author Index |
EditorsÆ Introduction / N. Abe ; R. Khardon ; T. Zeugmann |
Invited Papers |
The Discovery Science Project in Japan / S. Arikawa |