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    JMLR
    2012
    183views Programming Languages» more  JMLR 2012»
    High-Rank Matrix Completion
    11 years 9 months ago
    High-Rank Matrix Completion
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    This paper considers the problem of completing a matrix with many missing entries under the assumption that the columns of the matrix belong to a union of multiple low-rank subspa...
    Brian Eriksson, Laura Balzano, Robert Nowak
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    JMLR
    2012
    194views Programming Languages» more  JMLR 2012»
    Exact Covariance Thresholding into Connected Components for Large-Scale Graphical Lasso
    11 years 9 months ago
    Exact Covariance Thresholding into Connected Components for Large-Scale Graphical Lasso
    Download  www.stanford.edu
    We consider the sparse inverse covariance regularization problem or graphical lasso with regularization parameter λ. Suppose the sample covariance graph formed by thresholding th...
    Rahul Mazumder, Trevor Hastie
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    JMLR
    2012
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    A General Framework for Structured Sparsity via Proximal Optimization
    11 years 9 months ago
    A General Framework for Structured Sparsity via Proximal Optimization
    Download  jmlr.csail.mit.edu
    We study a generalized framework for structured sparsity. It extends the well known methods of Lasso and Group Lasso by incorporating additional constraints on the variables as pa...
    Luca Baldassarre, Jean Morales, Andreas Argyriou, ...
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    JMLR
    2012
    197views Programming Languages» more  JMLR 2012»
    A Bayesian Analysis of the Radioactive Releases of Fukushima
    11 years 9 months ago
    A Bayesian Analysis of the Radioactive Releases of Fukushima
    Download  jmlr.csail.mit.edu
    The Fukushima Daiichi disaster 11 March, 2011 is considered the largest nuclear accident since the 1986 Chernobyl disaster and has been rated at level 7 on the International Nucle...
    Ryota Tomioka, Morten Mørup
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    JMLR
    2012
    195views Programming Languages» more  JMLR 2012»
    Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters
    11 years 9 months ago
    Bayesian regularization of non-homogeneous dynamic Bayesian networks by globally coupling interaction parameters
    Download  jmlr.csail.mit.edu
    To relax the homogeneity assumption of classical dynamic Bayesian networks (DBNs), various recent studies have combined DBNs with multiple changepoint processes. The underlying as...
    Marco Grzegorczyk, Dirk Husmeier
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