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    SDM
    2012
    SIAM
    237views Data Mining» more  SDM 2012»
    A Distributed Kernel Summation Framework for General-Dimension Machine Learning
    12 years 2 months ago
    A Distributed Kernel Summation Framework for General-Dimension Machine Learning
    Download  www.cc.gatech.edu
    Kernel summations are a ubiquitous key computational bottleneck in many data analysis methods. In this paper, we attempt to marry, for the first time, the best relevant technique...
    Dongryeol Lee, Richard W. Vuduc, Alexander G. Gray
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    SDM
    2012
    SIAM
    216views Data Mining» more  SDM 2012»
    Feature Selection "Tomography" - Illustrating that Optimal Feature Filtering is Hopelessly Ungeneralizable
    12 years 2 months ago
    Feature Selection "Tomography" - Illustrating that Optimal Feature Filtering is Hopelessly Ungeneralizable
    Download  www.hpl.hp.com
    :  Feature Selection “Tomography” - Illustrating that Optimal Feature Filtering is Hopelessly Ungeneralizable George Forman HP Laboratories HPL-2010-19R1 Feature selection; ...
    George Forman
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    SDM
    2012
    SIAM
    307views Data Mining» more  SDM 2012»
    Pseudo Cold Start Link Prediction with Multiple Sources in Social Networks
    12 years 2 months ago
    Pseudo Cold Start Link Prediction with Multiple Sources in Social Networks
    Download  www.cse.buffalo.edu
    Link prediction is an important task in social networks and data mining for understanding the mechanisms by which the social networks form and evolve. In most link prediction rese...
    Liang Ge, Aidong Zhang
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    SDM
    2012
    SIAM
    245views Data Mining» more  SDM 2012»
    Deterministic CUR for Improved Large-Scale Data Analysis: An Empirical Study
    12 years 2 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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    SDM
    2012
    SIAM
    284views Data Mining» more  SDM 2012»
    The Similarity Between Stochastic Kronecker and Chung-Lu Graph Models
    12 years 2 months ago
    The Similarity Between Stochastic Kronecker and Chung-Lu Graph Models
    Download  siam.omnibooksonline.com
    C. Seshadhri, Ali Pinar, Tamara G. Kolda
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    SDM
    2012
    SIAM
    261views Data Mining» more  SDM 2012»
    Combining Active Learning and Dynamic Dimensionality Reduction
    12 years 2 months ago
    Combining Active Learning and Dynamic Dimensionality Reduction
    Download  www.cs.iit.edu
    To date, many active learning techniques have been developed for acquiring labels when training data is limited. However, an important aspect of the problem has often been neglect...
    Mustafa Bilgic
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    SDM
    2012
    SIAM
    252views Data Mining» more  SDM 2012»
    Learning from Heterogeneous Sources via Gradient Boosting Consensus
    12 years 2 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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    SDM
    2012
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    235views Data Mining» more  SDM 2012»
    Sampling Strategies to Evaluate the Performance of Unknown Predictors
    12 years 2 months ago
    Sampling Strategies to Evaluate the Performance of Unknown Predictors
    Download  www.cs.pitt.edu
    The focus of this paper is on how to select a small sample of examples for labeling that can help us to evaluate many different classification models unknown at the time of sampl...
    Hamed Valizadegan, Saeed Amizadeh, Milos Hauskrech...
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    SDM
    2012
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    238views Data Mining» more  SDM 2012»
    Evaluating Event Credibility on Twitter
    12 years 2 months ago
    Evaluating Event Credibility on Twitter
    Download  www.cs.uiuc.edu
    Though Twitter acts as a realtime news source with people acting as sensors and sending event updates from all over the world, rumors spread via Twitter have been noted to cause c...
    Manish Gupta, Peixiang Zhao, Jiawei Han
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    SDM
    2012
    SIAM
    285views Data Mining» more  SDM 2012»
    A Novel Approximation to Dynamic Time Warping allows Anytime Clustering of Massive Time Series Datasets
    12 years 2 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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