An ant colony based system for data mining: applications to medical data

作者: Heitor S. Lopes , Alex A. Freitas , Rafael S. Parpinelli

DOI:

关键词: Machine learningAnt colonyComputer programmingArtificial intelligenceData miningInformation theoryComputer science

摘要: This work describes an algorithm for rule discovery in databases called AntMiner. The objective of the is extraction classification rules to be applied unseen data as a decision aid. used discover such inspired behavior real ant colony, well some concepts information theory and mining. AntMiner was medical obtain rules.

参考文章(11)
Ron Kohavi, Mehran Sahami, Error-based and entropy-based discretization of continuous features knowledge discovery and data mining. pp. 114- 119 ,(1996)
Oscar Cordón, Francisco Herrera, Jorge Casillas, Learning Fuzzy Rules Using Ant Colony Optimization Algorithms ,(2000)
H. S. LOPES, M. S. COUTINHO, W. C. de LIMA, AN EVOLUTIONARY APPROACH TO SIMULATE COGNITIVE FEEDBACK LEARNING IN MEDICAL DOMAIN WORLD SCIENTIFIC. pp. 193- 207 ,(1997) , 10.1142/9789814261296_0011
J. Juan Liu, J. Tin-Yau Kwok, An extended genetic rule induction algorithm congress on evolutionary computation. ,vol. 1, pp. 458- 463 ,(2000) , 10.1109/CEC.2000.870332
Gregory Piatetsky-Shapiro, Usama M. Fayyad, Padhraic Smyth, From data mining to knowledge discovery: an overview knowledge discovery and data mining. pp. 1- 34 ,(1996)
S. H. Lavington, Alex A. Freitas, Mining Very Large Databases with Parallel Processing ,(1997)
Casimir A. Kulikowski, Sholom M. Weiss, Computer systems that learn: classification and prediction methods from statistics, neural nets, machine learning, and expert systems Published in <b>1991</b> in San Mateo Calif) by Kaufmann. ,(1991)
M. Dorigo, V. Maniezzo, A. Colorni, Ant system: optimization by a colony of cooperating agents systems man and cybernetics. ,vol. 26, pp. 29- 41 ,(1996) , 10.1109/3477.484436
J. Ross Quinlan, C4.5: Programs for Machine Learning ,(1992)
Eric Bonabeau, Guy Theraulaz, Marco Dorigo, Swarm Intelligence: From Natural to Artificial Systems ,(1999)