TY - GEN
T1 - Data mining via distributed genetic programming agents
AU - Kronberger, Gabriel
AU - Winkler, Stephan
AU - Affenzeller, Michael
AU - Wagner, Stefan
N1 - Copyright:
Copyright 2013 Elsevier B.V., All rights reserved.
PY - 2008
Y1 - 2008
N2 - Genetic programming is a powerful search method which can be applied to the typical data mining task of finding hidden relations in datasets. We describe the architecture of a distributed data mining system in which genetic programming agents create a large amount of structurally different models which are stored in a model database. A search engine for models that is connected to this database allows interactive exploration and analysis of models, and composition of simple models to hierarchical models. The search engine is the crucial component of the system in the sense that it supports knowledge discovery and paves the way for the goal of finding interesting hidden causal relations.
AB - Genetic programming is a powerful search method which can be applied to the typical data mining task of finding hidden relations in datasets. We describe the architecture of a distributed data mining system in which genetic programming agents create a large amount of structurally different models which are stored in a model database. A search engine for models that is connected to this database allows interactive exploration and analysis of models, and composition of simple models to hierarchical models. The search engine is the crucial component of the system in the sense that it supports knowledge discovery and paves the way for the goal of finding interesting hidden causal relations.
KW - Distributed data mining
KW - Genetic programming
KW - Knowledge discovery
UR - http://www.scopus.com/inward/record.url?scp=84855908453&partnerID=8YFLogxK
M3 - Conference contribution
SN - 8890073268
SN - 9788890073267
T3 - 20th European Modeling and Simulation Symposium, EMSS 2008
SP - 95
EP - 99
BT - 20th European Modeling and Simulation Symposium, EMSS 2008
PB - DIPTEM University of Genova
T2 - 20th European Modeling and Simulation Symposium, EMSS 2008
Y2 - 17 September 2008 through 19 September 2008
ER -