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Abstract: In this paper, starting from a collection of training examples, we show how to produce a very compact set of classification rules. The induction idea is a clustering principle based on Kohonen's self-organizing algorithms. (Update)
Cited by: More
Using Artificial Intelligence to Design and.. - Goyache, Coz.. (2001) (Correct)
Inflating Examples to Obtain Rules - Luaces, Bahamonde (2002) (Correct)
A Heuristic for Learning Decision Trees and Pruning.. - Ranilla, Luaces.. (Correct)
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1.3: Self-Organizing Cases to Find Paradigms - Coz, Luaces, Quevedo, Alonso.. (1999) (Correct)
0.4: Machine Learning usefulness relies on accuracy and.. - Luaces, Alonso.. (1998) (Correct)
0.3: Bibliography of Self-Organizing Map (SOM) Papers.. - Merja Oja, Samuel.. (2002) (Correct)
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0.5: Self-Organizing Symbolic Learned Rules - Bahamonde, Cal, Ranilla, Alonso (1997) (Correct)
0.4: Discovering Relevancies in Very Difficult.. - Diez, Bayon.. (2004) (Correct)
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BibTeX entry: (Update)
O. Luaces, J. J. del Coz, J. R. Quevedo, J. Alonso, J. Ranilla, and A. Bahamonde. Autonomous clustering for machine learning. In Proceedings of the International Work-Conference on Arti cial and Natural Neural Networks, IWANN '99, volume 1606 of Lecture Notes in Computer Sciences, pages 497-506, Alicante, Spain, 1999. Springer-Verlag. http://citeseer.ist.psu.edu/736162.html More
@inproceedings{ luaces99autonomous,
author = "Oscar Luaces and Juan Jose del Coz and Jose Ramon Quevedo and Jaime Alonso and Jose Ranilla and Antonio Bahamonde",
title = "Autonomous Clustering for Machine Learning",
booktitle = "{IWANN} (1)",
pages = "497-506",
year = "1999",
url = "citeseer.ist.psu.edu/736162.html" }
Citations (may not include all citations):2177 Programs for Machine Learning (context) - Quinlan - 1993
286 Nearest Neighbor pattern classification (context) - Cover, Hart - 1967
233 The CN2 Induction Algorithm - Clark, Niblett - 1988
231 The Use of Multiple Measurements in Taxonomic Problems (context) - Fisher - 1936
216 Very simple classification rules perform well on most common.. (context) - Holte - 1993
136 A system for induction of oblique decision trees - Murthy, Kasif et al. - 1994
77 UCI Repository machine learning database [httpwww (context) - Merz, of et al. - 1998
65 A Study of Instance-based Algorithms for Supervised Learning.. (context) - Aha - 1990
24 A machine learning library in C (context) - Kohavi, John et al. - 1994
14 Learning with nested generalized exemplars (context) - Salzberg - 1990
6 McGraw-Hill (context) - Spiegel - 1970
6 FAN: Finding Accurate iNductions (context) - Ranilla, Bahamonde - 1998
6 Self-Organizing Cases to Find Paradigms - Coz, Luaces et al. - 1999
5 Self-organizing symbolic learned rules - Bahamonde, De La et al. - 1997
5 Berlin Heidelberg New York (context) - Kohonen - 1995
4 Machine Learning usefulness relies on accuracy and self-main.. - Luaces, Alonso et al. - 1998
4 El Nivel de Impureza de una regla de clasificacin aprendida .. (context) - Ranilla, Mones et al. - 1998
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