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    PAKDD
    2010
    ACM
    173views Data Mining» more  PAKDD 2010»
    Distributed Knowledge Discovery with Non Linear Dimensionality Reduction
    13 years 10 months ago
    Distributed Knowledge Discovery with Non Linear Dimensionality Reduction
    Download  www.db-net.aueb.gr
    Data mining tasks results are usually improved by reducing the dimensionality of data. This improvement however is achieved harder in the case that data lay on a non linear manifol...
    Panagis Magdalinos, Michalis Vazirgiannis, Dialect...
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    PAKDD
    2010
    ACM
    171views Data Mining» more  PAKDD 2010»
    Summarizing Multidimensional Data Streams: A Hierarchy-Graph-Based Approach
    13 years 11 months ago
    Summarizing Multidimensional Data Streams: A Hierarchy-Graph-Based Approach
    Download  www.lirmm.fr
    With the rapid development of information technology, many applications have to deal with potentially infinite data streams. In such a dynamic context, storing the whole data stre...
    Yoann Pitarch, Anne Laurent, Pascal Poncelet
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    PAKDD
    2010
    ACM
    193views Data Mining» more  PAKDD 2010»
    As Time Goes by: Discovering Eras in Evolving Social Networks
    13 years 11 months ago
    As Time Goes by: Discovering Eras in Evolving Social Networks
    Download  www-kdd.isti.cnr.it
    Abstract. Within the large body of research in complex network analysis, an important topic is the temporal evolution of networks. Existing approaches aim at analyzing the evolutio...
    Michele Berlingerio, Michele Coscia, Fosca Giannot...
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    PAKDD
    2010
    ACM
    150views Data Mining» more  PAKDD 2010»
    Mining Trajectory Corridors Using Fréchet Distance and Meshing Grids
    13 years 11 months ago
    Mining Trajectory Corridors Using Fréchet Distance and Meshing Grids
    Download  english.siat.cas.cn
    Haohan Zhu, Jun Luo, Hang Yin, Xiaotao Zhou, Joshu...
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    PAKDD
    2010
    ACM
    165views Data Mining» more  PAKDD 2010»
    Classification and Novel Class Detection in Data Streams with Active Mining
    14 years 2 months ago
    Classification and Novel Class Detection in Data Streams with Active Mining
    Download  www.cs.uiuc.edu
    We present ActMiner, which addresses four major challenges to data stream classification, namely, infinite length, concept-drift, conceptevolution, and limited labeled data. Most o...
    Mohammad M. Masud, Jing Gao, Latifur Khan, Jiawei ...
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    PAKDD
    2010
    ACM
    134views Data Mining» more  PAKDD 2010»
    Generating Diverse Ensembles to Counter the Problem of Class Imbalance
    14 years 2 months ago
    Generating Diverse Ensembles to Counter the Problem of Class Imbalance
    Download  www.nd.edu
    Abstract. One of the more challenging problems faced by the data mining community is that of imbalanced datasets. In imbalanced datasets one class (sometimes severely) outnumbers t...
    T. Ryan Hoens, Nitesh V. Chawla
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    PAKDD
    2010
    ACM
    169views Data Mining» more  PAKDD 2010»
    Correspondence Clustering: An Approach to Cluster Multiple Related Spatial Datasets
    14 years 2 months ago
    Correspondence Clustering: An Approach to Cluster Multiple Related Spatial Datasets
    Download  www2.cs.uh.edu
    Domain experts are frequently interested to analyze multiple related spatial datasets. This capability is important for change analysis and contrast mining. In this paper, a novel ...
    Vadeerat Rinsurongkawong, Christoph F. Eick
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    PAKDD
    2010
    ACM
    208views Data Mining» more  PAKDD 2010»
    Efficient Pattern Mining of Uncertain Data with Sampling
    14 years 2 months ago
    Efficient Pattern Mining of Uncertain Data with Sampling
    Download  wwwis.win.tue.nl
    Mining frequent itemsets from transactional datasets is a well known problem with good algorithmic solutions. In the case of uncertain data, however, several new techniques have be...
    Toon Calders, Calin Garboni, Bart Goethals
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    PAKDD
    2010
    ACM
    215views Data Mining» more  PAKDD 2010»
    Mining Closed Episodes from Event Sequences Efficiently
    14 years 2 months ago
    Mining Closed Episodes from Event Sequences Efficiently
    Download  www.se.cuhk.edu.hk
    Recent studies have proposed different methods for mining frequent episodes. In this work, we study the problem of mining closed episodes based on minimal occurrences. We study the...
    Wenzhi Zhou, Hongyan Liu, Hong Cheng
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    PAKDD
    2010
    ACM
    134views Data Mining» more  PAKDD 2010»
    A Robust Seedless Algorithm for Correlation Clustering
    14 years 2 months ago
    A Robust Seedless Algorithm for Correlation Clustering
    Download  www.cs.wayne.edu
    Abstract. Finding correlation clusters in the arbitrary subspaces of highdimensional data is an important and a challenging research problem. The current state-of-the-art correlati...
    Mohammad S. Aziz, Chandan K. Reddy
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