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    BIOINFORMATICS
    2006
    92views more  BIOINFORMATICS 2006»
    What should be expected from feature selection in small-sample settings
    13 years 9 months ago
    What should be expected from feature selection in small-sample settings
    Download  gsp.tamu.edu
    Motivation: High-throughput technologies for rapid measurement of vast numbers of biological variables offer the potential for highly discriminatory diagnosis and prognosis; howev...
    Chao Sima, Edward R. Dougherty
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    APBC
    2004
    132views Bioinformatics» more  APBC 2004»
    A Novel Feature Selection Method to Improve Classification of Gene Expression Data
    13 years 11 months ago
    A Novel Feature Selection Method to Improve Classification of Gene Expression Data
    Download  crpit.com
    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
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    BMCBI
    2010
    159views more  BMCBI 2010»
    Predicting domain-domain interaction based on domain profiles with feature selection and support vector machines
    13 years 9 months ago
    Predicting domain-domain interaction based on domain profiles with feature selection and support vector machines
    Download  www.biomedcentral.com
    Background: Protein-protein interaction (PPI) plays essential roles in cellular functions. The cost, time and other limitations associated with the current experimental methods ha...
    Alvaro J. González, Li Liao
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    UAI
    2004
    92views Artificial Intelligence» more  UAI 2004»
    Pre-Selection of Independent Binary Features: An Application to Diagnosing Scrapie in
    13 years 11 months ago
    Pre-Selection of Independent Binary Features: An Application to Diagnosing Scrapie in
    Download  uai.sis.pitt.edu
    Suppose that the only available information in a multi-class problem are expert estimates of the conditional probabilities of occurrence for a set of binary features. The aim is t...
    Ludmila I. Kuncheva, Christopher J. Whitaker, Pete...
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    AAAI
    2011
    207views Intelligent Agents» more  AAAI 2011»
    Size Adaptive Selection of Most Informative Features
    12 years 9 months ago
    Size Adaptive Selection of Most Informative Features
    Download  www.cis.temple.edu
    In this paper, we propose a novel method to select the most informative subset of features, which has little redundancy and very strong discriminating power. Our proposed approach...
    Si Liu, Hairong Liu, Longin Jan Latecki, Shuicheng...
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