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    SDM
    2012
    SIAM
    261views Data Mining» more  SDM 2012»
    Combining Active Learning and Dynamic Dimensionality Reduction
    12 years 1 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 1 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
    SIAM
    235views Data Mining» more  SDM 2012»
    Sampling Strategies to Evaluate the Performance of Unknown Predictors
    12 years 1 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
    SIAM
    238views Data Mining» more  SDM 2012»
    Evaluating Event Credibility on Twitter
    12 years 1 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 1 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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    SDM
    2012
    SIAM
    273views Data Mining» more  SDM 2012»
    A Framework for the Evaluation and Management of Network Centrality
    12 years 1 months ago
    A Framework for the Evaluation and Management of Network Centrality
    Download  www.cs.bu.edu
    Network-analysis literature is rich in node-centrality measures that quantify the centrality of a node as a function of the (shortest) paths of the network that go through it. Exi...
    Vatche Ishakian, Dóra Erdös, Evimaria ...
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    SDM
    2012
    SIAM
    234views Data Mining» more  SDM 2012»
    On Evaluation of Outlier Rankings and Outlier Scores
    12 years 1 months ago
    On Evaluation of Outlier Rankings and Outlier Scores
    Download  www.dbs.ifi.lmu.de
    Outlier detection research is currently focusing on the development of new methods and on improving the computation time for these methods. Evaluation however is rather heuristic,...
    Erich Schubert, Remigius Wojdanowski, Arthur Zimek...
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    SDM
    2012
    SIAM
    281views Data Mining» more  SDM 2012»
    Contextual Collaborative Filtering via Hierarchical Matrix Factorization
    12 years 1 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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    SDM
    2012
    SIAM
    282views Data Mining» more  SDM 2012»
    Citation Prediction in Heterogeneous Bibliographic Networks
    12 years 1 months ago
    Citation Prediction in Heterogeneous Bibliographic Networks
    Download  www.cs.uiuc.edu
    To reveal information hiding in link space of bibliographical networks, link analysis has been studied from different perspectives in recent years. In this paper, we address a no...
    Xiao Yu, Quanquan Gu, Mianwei Zhou, Jiawei Han
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    SDM
    2012
    SIAM
    220views Data Mining» more  SDM 2012»
    Transfer Topic Modeling with Ease and Scalability
    12 years 1 months ago
    Transfer Topic Modeling with Ease and Scalability
    Download  www-bcf.usc.edu
    Jeon-Hyung Kang, Jun Ma, Yang Liu
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