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    BMCBI
    2011
    252views Artificial Intelligence» more  BMCBI 2011»
    A hierarchical Bayesian network approach for linkage disequilibrium modeling and data-dimensionality reduction prior to genome-w
    12 years 11 months ago
    A hierarchical Bayesian network approach for linkage disequilibrium modeling and data-dimensionality reduction prior to genome-w
    Download  www.biomedcentral.com
    Background: Discovering the genetic basis of common genetic diseases in the human genome represents a public health issue. However, the dimensionality of the genetic data (up to 1...
    Raphael Mourad, Christine Sinoquet, Philippe Leray
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    ICML
    2009
    IEEE
    174views Machine Learning» more  ICML 2009»
    MedLDA: maximum margin supervised topic models for regression and classification
    14 years 8 months ago
    MedLDA: maximum margin supervised topic models for regression and classification
    Download  www.cs.cmu.edu
    Supervised topic models utilize document's side information for discovering predictive low dimensional representations of documents; and existing models apply likelihoodbased...
    Jun Zhu, Amr Ahmed, Eric P. Xing
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    KDD
    2006
    ACM
    115views Data Mining» more  KDD 2006»
    Supervised probabilistic principal component analysis
    14 years 7 months ago
    Supervised probabilistic principal component analysis
    Download  wwwbrauer.informatik.tu-muenchen.de
    Principal component analysis (PCA) has been extensively applied in data mining, pattern recognition and information retrieval for unsupervised dimensionality reduction. When label...
    Shipeng Yu, Kai Yu, Volker Tresp, Hans-Peter Krieg...
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    ACL
    1996
    70views Computational Linguistics» more  ACL 1996»
    Minimizing Manual Annotation Cost in Supervised Training from Corpora
    13 years 8 months ago
    Minimizing Manual Annotation Cost in Supervised Training from Corpora
    Download  acl.ldc.upenn.edu
    Corpus-based methods for natural language processing often use supervised training, requiring expensive manual annotation of training corpora. This paper investigates methods for ...
    Sean P. Engelson, Ido Dagan
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    PAMI
    2008
    190views more  PAMI 2008»
    Scene Classification Using a Hybrid Generative/Discriminative Approach
    13 years 7 months ago
    Scene Classification Using a Hybrid Generative/Discriminative Approach
    Download  cvcl.mit.edu
    We investigate whether dimensionality reduction using a latent generative model is beneficial for the task of weakly supervised scene classification. In detail we are given a set ...
    Anna Bosch, Andrew Zisserman, Xavier Muñoz
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