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    87
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    Gradient-based boosting for statistical relational learning: the Markov logic network and missing data cases
    9 years 12 months ago
    Gradient-based boosting for statistical relational learning: the Markov logic network and missing data cases
    Download  ftp.cs.wisc.edu
    Recent years have seen a surge of interest in Statistical Relational Learning (SRL) models that combine logic with probabilities. One prominent and highly expressive SRL model is M...
    Tushar Khot, Sriraam Natarajan, Kristian Kersting,...
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    105
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    Probabilistic clustering of time-evolving distance data
    9 years 12 months ago
    Probabilistic clustering of time-evolving distance data
    Download  www2.informatik.hu-berlin.de
    We present a novel probabilistic clustering model for objects that are represented via pairwise distances and observed at different time points. The proposed method utilizes the i...
    Julia E. Vogt, Marius Kloft, Stefan Stark, Sudhir ...
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    99
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    56views Machine Learning» more  ML 2015»
    Minimum message length estimation of mixtures of multivariate Gaussian and von Mises-Fisher distributions
    9 years 12 months ago
    Minimum message length estimation of mixtures of multivariate Gaussian and von Mises-Fisher distributions
    Download  users.monash.edu
    Parthan Kasarapu, Lloyd Allison
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    98
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    41views Machine Learning» more  ML 2015»
    Bandit-based Monte-Carlo structure learning of probabilistic logic programs
    9 years 12 months ago
    Bandit-based Monte-Carlo structure learning of probabilistic logic programs
    Download  www.di.uniba.it
    Probabilistic logic programming allows to model domains with complex and uncertain relationships among entities. While the problem of learning the parameters of such programs has b...
    Nicola Di Mauro, Elena Bellodi, Fabrizio Riguzzi
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    95
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    24views Machine Learning» more  ML 2015»
    Lifted graphical models: a survey
    9 years 12 months ago
    Lifted graphical models: a survey
    Download  lirias.kuleuven.be
    Angelika Kimmig, Lilyana Mihalkova, Lise Getoor
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