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    234views Data Mining» more  SDM 2012»
    Monitoring and Mining Insect Sounds in Visual Space
    11 years 11 months ago
    Monitoring and Mining Insect Sounds in Visual Space
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    Monitoring animals by the sounds they produce is an important and challenging task, whether the application is outdoors in a natural habitat, or in the controlled environment of a...
    Yuan Hao, Bilson J. L. Campana, Eamonn J. Keogh
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    281views Data Mining» more  SDM 2012»
    Contextual Collaborative Filtering via Hierarchical Matrix Factorization
    11 years 11 months ago
    Contextual Collaborative Filtering via Hierarchical Matrix Factorization
    Download  www.cse.ust.hk
    Matrix factorization (MF) has been demonstrated to be one of the most competitive techniques for collaborative filtering. However, state-of-the-art MFs do not consider contextual...
    ErHeng Zhong, Wei Fan, Qiang Yang
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    A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets
    11 years 11 months ago
    A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets
    Download  www.cs.ucr.edu
    Given the ubiquity of time series data, the data mining community has spent significant time investigating the best time series similarity measure to use for various tasks and dom...
    Qiang Zhu 0002, Gustavo E. A. P. A. Batista, Thana...
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    252views Data Mining» more  SDM 2012»
    Learning from Heterogeneous Sources via Gradient Boosting Consensus
    11 years 11 months ago
    Learning from Heterogeneous Sources via Gradient Boosting Consensus
    Download  david.grangier.info
    Multiple data sources containing different types of features may be available for a given task. For instance, users’ profiles can be used to build recommendation systems. In a...
    Xiaoxiao Shi, Jean-François Paiement, David...
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    245views Data Mining» more  SDM 2012»
    Deterministic CUR for Improved Large-Scale Data Analysis: An Empirical Study
    11 years 11 months ago
    Deterministic CUR for Improved Large-Scale Data Analysis: An Empirical Study
    Download  www-kd.iai.uni-bonn.de
    Low-rank approximations which are computed from selected rows and columns of a given data matrix have attracted considerable attention lately. They have been proposed as an altern...
    Christian Thurau, Kristian Kersting, Christian Bau...
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