Meta-Learning in Computational Intelligence


Meta-Learning in Computational Intelligence (2011) .. edited by Wlodzislaw Duch etc


Contents

Universal Meta-Learning Architecture and Algorithms . . . 1
Norbert Jankowski, Krzysztof Grabczewski

Meta-Learning of Instance Selection for Data Summarization . . . 77
Kate A. Smith-Miles, Rafiqul M.D. Islam

Choosing the Metric: A Simple Model Approach . . . 97
Damien Fran¸cois, Vincent Wertz, Michel Verleysen

Meta-Learning Architectures: Collecting, Organizing and Exploiting Meta-Knowledge . . . 117
Joaquin Vanschoren

Computational Intelligence for Meta-Learning: A Promising Avenue of Research. . . 157
Ciro Castiello, Anna Maria Fanelli

Self-organization of Supervised Models . . . 179
Pavel Kordik, Jan Cerny

Selecting Machine Learning Algorithms Using the Ranking Meta-Learning Approach . . . 225
Ricardo B.C. Prudencio, Marcilio C.P. de Souto, Teresa B. Ludermir

A Meta-Model Perspective and Attribute Grammar Approach to Facilitating the Development of Novel Neural Network Models . . . 245
Talib S. Hussain

Ontology-Based Meta-Mining of Knowledge Discovery Workflows . . . 273
Melanie Hilario, Phong Nguyen, Huyen Do, Adam Woznica, Alexandros Kalousis

Optimal Support Features for Meta-Learning . . . 317
W.lodzis.law Duch, Tomasz Maszczyk, Marek Grochowski

Author Index . . . 359