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» Objective reduction using a feature selection technique
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177
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APBC
2004
132views Bioinformatics» more  APBC 2004»
15 years 4 months ago
A Novel Feature Selection Method to Improve Classification of Gene Expression Data
This paper introduces a novel method for minimum number of gene (feature) selection for a classification problem based on gene expression data with an objective function to maximi...
Liang Goh, Qun Song, Nikola K. Kasabov
140
Voted
DAGSTUHL
2009
15 years 4 months ago
Advances in Feature Selection with Mutual Information
The selection of features that are relevant for a prediction or classification problem is an important problem in many domains involving high-dimensional data. Selecting features h...
Michel Verleysen, Fabrice Rossi, Damien Fran&ccedi...
132
Voted
KDD
2004
ACM
151views Data Mining» more  KDD 2004»
16 years 3 months ago
Feature selection in scientific applications
Numerous applications of data mining to scientific data involve the induction of a classification model. In many cases, the collection of data is not performed with this task in m...
Erick Cantú-Paz, Shawn Newsam, Chandrika Ka...
KI
2010
Springer
15 years 1 months ago
Human Head Pose Estimation Using Multi-appearance Features
Non-verbal interaction signals are of great interest in the research field of natural human-robot interaction. These signals are not limited to gestures and emotional expressions ...
Norbert Schmitz, Gregor Zolynski, Karsten Berns
NAACL
2004
15 years 4 months ago
Name Tagging with Word Clusters and Discriminative Training
We present a technique for augmenting annotated training data with hierarchical word clusters that are automatically derived from a large unannotated corpus. Cluster membership is...
Scott Miller, Jethran Guinness, Alex Zamanian