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» Ensemble classification based on generalized additive models
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CSDA
2010
67views more  CSDA 2010»
15 years 17 days ago
Ensemble classification based on generalized additive models
Koen W. De Bock, Kristof Coussement, Dirk Van den ...
122
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ICTAI
2010
IEEE
14 years 10 months ago
Instance-Based Ensemble Pruning via Multi-Label Classification
Ensemble pruning is concerned with the reduction of the size of an ensemble prior to its combination. Its purpose is to reduce the space and time complexity of the ensemble and/or ...
Fotini Markatopoulou, Grigorios Tsoumakas, Ioannis...
BMCBI
2010
208views more  BMCBI 2010»
15 years 17 days ago
A multi-filter enhanced genetic ensemble system for gene selection and sample classification of microarray data
Background: Feature selection techniques are critical to the analysis of high dimensional datasets. This is especially true in gene selection from microarray data which are common...
Pengyi Yang, Bing Bing Zhou, Zili Zhang, Albert Y....
GECCO
2006
Springer
180views Optimization» more  GECCO 2006»
15 years 4 months ago
Improving cooperative GP ensemble with clustering and pruning for pattern classification
A boosting algorithm based on cellular genetic programming to build an ensemble of predictors is proposed. The method evolves a population of trees for a fixed number of rounds an...
Gianluigi Folino, Clara Pizzuti, Giandomenico Spez...
KDD
2003
ACM
148views Data Mining» more  KDD 2003»
16 years 26 days ago
Mining concept-drifting data streams using ensemble classifiers
Recently, mining data streams with concept drifts for actionable insights has become an important and challenging task for a wide range of applications including credit card fraud...
Haixun Wang, Wei Fan, Philip S. Yu, Jiawei Han