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    » A Kernel Statistical Test of Independence
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    COLT
    2008
    Springer
    112views Machine Learning» more  COLT 2008»
    Injective Hilbert Space Embeddings of Probability Measures
    13 years 9 months ago
    Injective Hilbert Space Embeddings of Probability Measures
    Download  ieng9.ucsd.edu
    A Hilbert space embedding for probability measures has recently been proposed, with applications including dimensionality reduction, homogeneity testing and independence testing. ...
    Bharath K. Sriperumbudur, Arthur Gretton, Kenji Fu...
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    NIPS
    2007
    131views Information Technology» more  NIPS 2007»
    Testing for Homogeneity with Kernel Fisher Discriminant Analysis
    13 years 9 months ago
    Testing for Homogeneity with Kernel Fisher Discriminant Analysis
    Download  books.nips.cc
    We propose to investigate test statistics for testing homogeneity based on kernel Fisher discriminant analysis. Asymptotic null distributions under null hypothesis are derived, an...
    Zaïd Harchaoui, Francis Bach, Eric Moulines
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    SDM
    2008
    SIAM
    138views Data Mining» more  SDM 2008»
    Learning Markov Network Structure using Few Independence Tests
    13 years 9 months ago
    Learning Markov Network Structure using Few Independence Tests
    Download  www.cs.cmu.edu
    In this paper we present the Dynamic Grow-Shrink Inference-based Markov network learning algorithm (abbreviated DGSIMN), which improves on GSIMN, the state-ofthe-art algorithm for...
    Parichey Gandhi, Facundo Bromberg, Dimitris Margar...
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    STOC
    2007
    ACM
    137views Algorithms» more  STOC 2007»
    Testing k-wise and almost k-wise independence
    14 years 8 months ago
    Testing k-wise and almost k-wise independence
    Download  web.mit.edu
    In this work, we consider the problems of testing whether a distribution over {0, 1}n is k-wise (resp. ( , k)-wise) independent using samples drawn from that distribution. For the...
    Noga Alon, Alexandr Andoni, Tali Kaufman, Kevin Ma...
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    BMCBI
    2008
    159views more  BMCBI 2008»
    Estimation and testing for the effect of a genetic pathway on a disease outcome using logistic kernel machine regression via log
    13 years 8 months ago
    Estimation and testing for the effect of a genetic pathway on a disease outcome using logistic kernel machine regression via log
    Download  www.biomedcentral.com
    Background: Growing interest on biological pathways has called for new statistical methods for modeling and testing a genetic pathway effect on a health outcome. The fact that gen...
    Dawei Liu, Debashis Ghosh, Xihong Lin
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