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    SDM
    2003
    SIAM
    125views Data Mining» more  SDM 2003»
    Scalable, Balanced Model-based Clustering
    14 years 1 months ago
    Scalable, Balanced Model-based Clustering
    Download  www.lans.ece.utexas.edu
    This paper presents a general framework for adapting any generative (model-based) clustering algorithm to provide balanced solutions, i.e., clusters of comparable sizes. Partition...
    Shi Zhong, Joydeep Ghosh
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    SDM
    2003
    SIAM
    129views Data Mining» more  SDM 2003»
    Approximate Query Answering by Model Averaging
    14 years 1 months ago
    Approximate Query Answering by Model Averaging
    Download  www.datalab.uci.edu
    In earlier work we have introduced and explored a variety of different probabilistic models for the problem of answering selectivity queries posed to large sparse binary data set...
    Dmitry Pavlov, Padhraic Smyth
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    SDM
    2003
    SIAM
    174views Data Mining» more  SDM 2003»
    STAMP: On Discovery of Statistically Important Pattern Repeats in Long Sequential Data
    14 years 1 months ago
    STAMP: On Discovery of Statistically Important Pattern Repeats in Long Sequential Data
    Download  www.cs.unc.edu
    In this paper, we focus on mining periodic patterns allowing some degree of imperfection in the form of random replacement from a perfect periodic pattern. In InfoMiner+, we propo...
    Jiong Yang, Wei Wang 0010, Philip S. Yu
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    SDM
    2003
    SIAM
    148views Data Mining» more  SDM 2003»
    ATLaS: A Native Extension of SQL for Data Mining
    14 years 1 months ago
    ATLaS: A Native Extension of SQL for Data Mining
    Download  www.cs.ucla.edu
    A lack of power and extensibility in their query languages has seriously limited the generality of DBMSs and hampered their ability to support data mining applications. Thus, ther...
    Haixun Wang, Carlo Zaniolo
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    SDM
    2003
    SIAM
    156views Data Mining» more  SDM 2003»
    Detection of Underrepresented Biological Sequences using Class-Conditional Distribution Models
    14 years 1 months ago
    Detection of Underrepresented Biological Sequences using Class-Conditional Distribution Models
    Download  www.ist.temple.edu
    A labeled sequence data set related to a certain biological property is often biased and, therefore, does not completely capture its diversity in nature. To reduce this sampling b...
    Slobodan Vucetic, Dragoljub Pokrajac, Hongbo Xie, ...
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    SDM
    2003
    SIAM
    91views Data Mining» more  SDM 2003»
    An Outlier-based Data Association Method for Linking Criminal Incidents
    14 years 1 months ago
    An Outlier-based Data Association Method for Linking Criminal Incidents
    Download  dblab.mgt.ncu.edu.tw
    Serial criminals are a major threat in the modern society. Associating incidents committed by the same offender is of great importance in studying serial criminals. In this paper,...
    Song Lin, Donald E. Brown
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    SDM
    2003
    SIAM
    124views Data Mining» more  SDM 2003»
    A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection
    14 years 1 months ago
    A Comparative Study of Anomaly Detection Schemes in Network Intrusion Detection
    Download  www.cs.umn.edu
    Aleksandar Lazarevic, Levent Ertöz, Vipin Kum...
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    SDM
    2003
    SIAM
    183views Data Mining» more  SDM 2003»
    ApproxMAP: Approximate Mining of Consensus Sequential Patterns
    14 years 1 months ago
    ApproxMAP: Approximate Mining of Consensus Sequential Patterns
    Download  www.cs.unc.edu
    Conventional sequential pattern mining methods may meet inherent difficulties in mining databases with long sequences and noise. They may generate a huge number of short and trivi...
    Hye-Chung Kum, Jian Pei, Wei Wang 0010, Dean Dunca...
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    SDM
    2003
    SIAM
    120views Data Mining» more  SDM 2003»
    Estimation of Topological Dimension
    14 years 1 months ago
    Estimation of Topological Dimension
    Download  people.whitman.edu
    We present two extensions of the algorithm by Broomhead et al [2] which is based on the idea that singular values that scale linearly with the radius of the data ball can be explo...
    Douglas R. Hundley, Michael J. Kirby
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    SDM
    2003
    SIAM
    110views Data Mining» more  SDM 2003»
    Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data
    14 years 1 months ago
    Mixture Models and Frequent Sets: Combining Global and Local Methods for 0-1 Data
    Download  www.cs.ioc.ee
    We study the interaction between global and local techniques in data mining. Specifically, we study the collections of frequent sets in clusters produced by a probabilistic clust...
    Jaakko Hollmén, Jouni K. Seppänen, Hei...
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