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» Dimensionality Reduction for Classification
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BMCBI
2006
165views more  BMCBI 2006»
15 years 3 months ago
Improved variance estimation of classification performance via reduction of bias caused by small sample size
Background: Supervised learning for classification of cancer employs a set of design examples to learn how to discriminate between tumors. In practice it is crucial to confirm tha...
Ulrika Wickenberg-Bolin, Hanna Göransson, M&a...
BMCBI
2011
14 years 6 months ago
Biomarker Discovery and Redundancy Reduction towards Classification using a Multi-factorial MALDI-TOF MS T2DM Mouse Model Datase
Background: Diabetes like many diseases and biological processes is not mono-causal. On the one hand multifactorial studies with complex experimental design are required for its c...
Chris Bauer, Frank Kleinjung, Celia J. Smith, Mark...
ADC
2008
Springer
117views Database» more  ADC 2008»
15 years 9 months ago
Data Reduction Approach for Sensitive Association Classification Rule Hiding
Juggapong Natwichai, Xingzhi Sun, Xue Li
AIR
2007
63views more  AIR 2007»
15 years 3 months ago
An evaluation of dimension reduction techniques for one-class classification
Santiago D. Villalba, Padraig Cunningham