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    SDM
    2008
    SIAM
    177views Data Mining» more  SDM 2008»
    Roughly Balanced Bagging for Imbalanced Data
    13 years 10 months ago
    Roughly Balanced Bagging for Imbalanced Data
    Download  siam.org
    Imbalanced class problems appear in many real applications of classification learning. We propose a novel sampling method to improve bagging for data sets with skewed class distri...
    Shohei Hido, Hisashi Kashima
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    SDM
    2008
    SIAM
    119views Data Mining» more  SDM 2008»
    An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks
    13 years 10 months ago
    An Efficient Local Algorithm for Distributed Multivariate Regression in Peer-to-Peer Networks
    Download  www.cs.umbc.edu
    This paper offers a local distributed algorithm for multivariate regression in large peer-to-peer environments. The algorithm is designed for distributed inferencing, data compact...
    Kanishka Bhaduri, Hillol Kargupta
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    SDM
    2008
    SIAM
    135views Data Mining» more  SDM 2008»
    Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining
    13 years 10 months ago
    Preemptive Measures against Malicious Party in Privacy-Preserving Data Mining
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    Currently, many privacy-preserving data mining (PPDM) algorithms assume the semi-honest model and/or malicious model of multi-party interaction. However, both models are far from ...
    Shuguo Han, Wee Keong Ng
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    SDM
    2008
    SIAM
    197views Data Mining» more  SDM 2008»
    A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees
    13 years 10 months ago
    A general framework for estimating similarity of datasets and decision trees: exploring semantic similarity of decision trees
    Download  cui.unige.ch
    Decision trees are among the most popular pattern types in data mining due to their intuitive representation. However, little attention has been given on the definition of measure...
    Irene Ntoutsi, Alexandros Kalousis, Yannis Theodor...
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    SDM
    2008
    SIAM
    123views Data Mining» more  SDM 2008»
    Constrained Co-clustering of Gene Expression Data
    13 years 10 months ago
    Constrained Co-clustering of Gene Expression Data
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    In many applications, the expert interpretation of coclustering is easier than for mono-dimensional clustering. Co-clustering aims at computing a bi-partition that is a collection...
    Ruggero G. Pensa, Jean-François Boulicaut
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