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    SDM
    2009
    SIAM
    162views Data Mining» more  SDM 2009»
    Link Propagation: A Fast Semi-supervised Learning Algorithm for Link Prediction.
    14 years 8 months ago
    Link Propagation: A Fast Semi-supervised Learning Algorithm for Link Prediction.
    Download  www.siam.org
    We propose Link Propagation as a new semi-supervised learning method for link prediction problems, where the task is to predict unknown parts of the network structure by using aux...
    Hisashi Kashima, Tsuyoshi Kato, Yoshihiro Yamanish...
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    SDM
    2009
    SIAM
    180views Data Mining» more  SDM 2009»
    Hierarchical Linear Discriminant Analysis for Beamforming.
    14 years 8 months ago
    Hierarchical Linear Discriminant Analysis for Beamforming.
    Download  www.siam.org
    This paper demonstrates the applicability of the recently proposed supervised dimension reduction, hierarchical linear discriminant analysis (h-LDA) to a well-known spatial locali...
    Barry L. Drake, Haesun Park, Jaegul Choo
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    SDM
    2009
    SIAM
    152views Data Mining» more  SDM 2009»
    Non-negative Matrix Factorization, Convexity and Isometry.
    14 years 8 months ago
    Non-negative Matrix Factorization, Convexity and Isometry.
    Download  www.siam.org
    In this paper we explore avenues for improving the reliability of dimensionality reduction methods such as Non-Negative Matrix Factorization (NMF) as interpretive exploratory data...
    Nikolaos Vasiloglou, Alexander G. Gray, David V. A...
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    SDM
    2009
    SIAM
    223views Data Mining» more  SDM 2009»
    Context Aware Trace Clustering: Towards Improving Process Mining Results.
    14 years 8 months ago
    Context Aware Trace Clustering: Towards Improving Process Mining Results.
    Download  www.siam.org
    Process Mining refers to the extraction of process models from event logs. Real-life processes tend to be less structured and more flexible. Traditional process mining algorithms...
    R. P. Jagadeesh Chandra Bose, Wil M. P. van der Aa...
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    SDM
    2009
    SIAM
    154views Data Mining» more  SDM 2009»
    AMORI: A Metric-Based One Rule Inducer.
    14 years 8 months ago
    AMORI: A Metric-Based One Rule Inducer.
    Download  www.siam.org
    The requirements of real-world data mining problems vary extensively. It is plausible to assume that some of these requirements can be expressed as application-specific performan...
    Niklas Lavesson, Paul Davidsson
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    SDM
    2009
    SIAM
    127views Data Mining» more  SDM 2009»
    Event Discovery in Time Series.
    14 years 8 months ago
    Event Discovery in Time Series.
    Download  www.siam.org
    The discovery of events in time series can have important implications, such as identifying microlensing events in astronomical surveys, or changes in a patient’s electrocardiog...
    Carla E. Brodley, Dan Preston, Pavlos Protopapas
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    SDM
    2009
    SIAM
    180views Data Mining» more  SDM 2009»
    Structure and Dynamics of Research Collaboration in Computer Science.
    14 years 8 months ago
    Structure and Dynamics of Research Collaboration in Computer Science.
    Download  macbeth.cs.ucdavis.edu
    Complex systems exhibit emergent patterns of behavior at different levels of organization. Powerful network analysis methods, developed in physics and social sciences, have been s...
    Andre Nash, Christian Bird, Earl T. Barr, Premkuma...
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    SDM
    2009
    SIAM
    129views Data Mining» more  SDM 2009»
    Multi-topic Based Query-Oriented Summarization.
    14 years 8 months ago
    Multi-topic Based Query-Oriented Summarization.
    Download  www.siam.org
    Query-oriented summarization aims at extracting an informative summary from a document collection for a given query. It is very useful to help users grasp the main information rel...
    Dewei Chen, Jie Tang, Limin Yao
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    SDM
    2009
    SIAM
    130views Data Mining» more  SDM 2009»
    FuncICA for Time Series Pattern Discovery.
    14 years 8 months ago
    FuncICA for Time Series Pattern Discovery.
    Download  www.fast-lab.org
    We introduce FuncICA, a new independent component analysis method for pattern discovery in inherently functional data, such as time series data. FuncICA can be considered an analo...
    Alexander Gray, Nishant Mehta
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    SDM
    2009
    SIAM
    149views Data Mining» more  SDM 2009»
    Speeding Up Secure Computations via Embedded Caching.
    14 years 8 months ago
    Speeding Up Secure Computations via Embedded Caching.
    Download  www.siam.org
    Most existing work on Privacy-Preserving Data Mining (PPDM) focus on enabling conventional data mining algorithms with the ability to run in a secure manner in a multi-party setti...
    K. Zhai, W. K. Ng, A. R. Herianto, S. Han
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