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    PAKDD
    2010
    ACM
    134views Data Mining» more  PAKDD 2010»
    Generating Diverse Ensembles to Counter the Problem of Class Imbalance
    13 years 10 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
    13 years 10 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
    13 years 10 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
    13 years 10 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
    13 years 10 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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    DEXAW
    2005
    IEEE
    133views Database» more  DEXAW 2005»
    Inductive Databases: Towards a New Generation of Databases for Knowledge Discovery
    13 years 10 months ago
    Inductive Databases: Towards a New Generation of Databases for Knowledge Discovery
    Download  www.di.unito.it
    Data mining applications are typically used in the decision making process. The Knowledge Discovery Process (KDD process for short) is a typical iterative process, in which not on...
    Rosa Meo
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    KDD
    2010
    ACM
    287views Data Mining» more  KDD 2010»
    Designing efficient cascaded classifiers: tradeoff between accuracy and cost
    13 years 10 months ago
    Designing efficient cascaded classifiers: tradeoff between accuracy and cost
    Download  www.umiacs.umd.edu
    We propose a method to train a cascade of classifiers by simultaneously optimizing all its stages. The approach relies on the idea of optimizing soft cascades. In particular, inst...
    Vikas C. Raykar, Balaji Krishnapuram, Shipeng Yu
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    KDD
    2010
    ACM
    270views Data Mining» more  KDD 2010»
    An energy-efficient mobile recommender system
    13 years 10 months ago
    An energy-efficient mobile recommender system
    Download  pegasus.rutgers.edu
    The increasing availability of large-scale location traces creates unprecedent opportunities to change the paradigm for knowledge discovery in transportation systems. A particular...
    Yong Ge, Hui Xiong, Alexander Tuzhilin, Keli Xiao,...
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    KDD
    2010
    ACM
    268views Data Mining» more  KDD 2010»
    Data mining to predict and prevent errors in health insurance claims processing
    13 years 10 months ago
    Data mining to predict and prevent errors in health insurance claims processing
    Download  facweb.cs.depaul.edu
    Mohit Kumar, Rayid Ghani, Zhu-Song Mei
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    KDD
    2010
    ACM
    250views Data Mining» more  KDD 2010»
    On community outliers and their efficient detection in information networks
    13 years 10 months ago
    On community outliers and their efficient detection in information networks
    Download  www.cs.uiuc.edu
    Linked or networked data are ubiquitous in many applications. Examples include web data or hypertext documents connected via hyperlinks, social networks or user profiles connected...
    Jing Gao, Feng Liang, Wei Fan, Chi Wang, Yizhou Su...
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