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    JIB
    2006
    220views more  JIB 2006»
    An assessment of machine and statistical learning approaches to inferring networks of protein-protein interactions
    13 years 6 months ago
    An assessment of machine and statistical learning approaches to inferring networks of protein-protein interactions
    Download  journal.imbio.de
    Protein-protein interactions (PPI) play a key role in many biological systems. Over the past few years, an explosion in availability of functional biological data obtained from hi...
    Fiona Browne, Haiying Wang, Huiru Zheng, Francisco...
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    ML
    2012
    ACM
    388views Machine Learning» more  ML 2012»
    Statistical analysis of kernel-based least-squares density-ratio estimation
    12 years 2 months ago
    Statistical analysis of kernel-based least-squares density-ratio estimation
    Download  sugiyama-www.cs.titech.ac.jp
    The ratio of two probability densities can be used for solving various machine learning tasks such as covariate shift adaptation (importance sampling), outlier detection (likeliho...
    Takafumi Kanamori, Taiji Suzuki, Masashi Sugiyama
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    ICML
    2006
    IEEE
    134views Machine Learning» more  ICML 2006»
    Statistical debugging: simultaneous identification of multiple bugs
    14 years 7 months ago
    Statistical debugging: simultaneous identification of multiple bugs
    Download  pages.cs.wisc.edu
    We describe a statistical approach to software debugging in the presence of multiple bugs. Due to sparse sampling issues and complex interaction between program predicates, many g...
    Alice X. Zheng, Michael I. Jordan, Ben Liblit, May...
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    NAACL
    2007
    154views Computational Linguistics» more  NAACL 2007»
    Translation Model Pruning via Usage Statistics for Statistical Machine Translation
    13 years 8 months ago
    Translation Model Pruning via Usage Statistics for Statistical Machine Translation
    Download  acl.ldc.upenn.edu
    We describe a new pruning approach to remove phrase pairs from translation models of statistical machine translation systems. The approach applies the original translation system ...
    Matthias Eck, Stephan Vogel, Alex Waibel
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    ALT
    2005
    Springer
    133views Machine Learning» more  ALT 2005»
    Measuring Statistical Dependence with Hilbert-Schmidt Norms
    14 years 3 months ago
    Measuring Statistical Dependence with Hilbert-Schmidt Norms
    Download  eprints.pascal-network.org
    Abstract. We propose an independence criterion based on the eigenspectrum of covariance operators in reproducing kernel Hilbert spaces (RKHSs), consisting of an empirical estimate ...
    Arthur Gretton, Olivier Bousquet, Alex J. Smola, B...
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