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» Ensembles of biased classifiers
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57
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PR
2010
94views more  PR 2010»
14 years 9 months ago
Reducing forgeries in writer-independent off-line signature verification through ensemble of classifiers
D. Bertolini, Luiz S. Oliveira, Edson J. R. Justin...
MCS
2007
Springer
15 years 5 months ago
Random Feature Subset Selection for Ensemble Based Classification of Data with Missing Features
Abstract. We report on our recent progress in developing an ensemble of classifiers based algorithm for addressing the missing feature problem. Inspired in part by the random subsp...
Joseph DePasquale, Robi Polikar
GECCO
2006
Springer
180views Optimization» more  GECCO 2006»
15 years 2 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...
BMCBI
2007
99views more  BMCBI 2007»
14 years 11 months ago
Stratification bias in low signal microarray studies
Background: When analysing microarray and other small sample size biological datasets, care is needed to avoid various biases. We analyse a form of bias, stratification bias, that...
Brian J. Parker, Simon Günter, Justin Bedo
95
Voted
ICTAI
2007
IEEE
15 years 5 months ago
An Adaptive Distributed Ensemble Approach to Mine Concept-Drifting Data Streams
An adaptive boosting ensemble algorithm for classifying homogeneous distributed data streams is presented. The method builds an ensemble of classifiers by using Genetic Programmi...
Gianluigi Folino, Clara Pizzuti, Giandomenico Spez...