8 search results - page 1 / 2 » Predictive and comprehensible rule discovery using a multi-o... |
84
Voted
KBS
2006
14 years 10 months ago
2006
We present a multi-objective genetic algorithm for mining highly predictive and comprehensible classification rules from large databases. We emphasize predictive accuracy and comp...
113
Voted
CEC
2007
IEEE
15 years 2 months ago
2007
IEEE
This article, which lies within the data mining framework, proposes a method to build classifiers based on the evolution of rules. The method, named REC (Rule Evolution for Classif...
106
Voted
JSS
2002
14 years 10 months ago
2002
This paper details an essential component of a multi-agent distributed knowledge network system for intrusion detection. We describe a distributed intrusion detection architecture...
105
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GECCO
2010
Springer
14 years 11 months ago
2010
Springer
Most highly accurate predictive modeling techniques produce opaque models. When comprehensible models are required, rule extraction is sometimes used to generate a transparent mod...
81
Voted
APCHI
2004
IEEE
15 years 2 months ago
2004
IEEE
Haiku is a data mining system which combines the best properties of human and machine discovery. An self organising visualisation system is coupled with a genetic algorithm to prov...