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    DATAMINE
    2006
    224views more  DATAMINE 2006»
    Characteristic-Based Clustering for Time Series Data
    13 years 11 months ago
    Characteristic-Based Clustering for Time Series Data
    Download  dblab.mgt.ncu.edu.tw
    With the growing importance of time series clustering research, particularly for similarity searches amongst long time series such as those arising in medicine or finance, it is cr...
    Xiaozhe Wang, Kate A. Smith, Rob J. Hyndman
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    DATAMINE
    2006
    230views more  DATAMINE 2006»
    Mining top-K frequent itemsets from data streams
    13 years 11 months ago
    Mining top-K frequent itemsets from data streams
    Download  www.cs.ust.hk
    Frequent pattern mining on data streams is of interest recently. However, it is not easy for users to determine a proper frequency threshold. It is more reasonable to ask users to ...
    Raymond Chi-Wing Wong, Ada Wai-Chee Fu
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    DATAMINE
    2006
    89views more  DATAMINE 2006»
    Scalable Clustering Algorithms with Balancing Constraints
    13 years 11 months ago
    Scalable Clustering Algorithms with Balancing Constraints
    Download  www-users.cs.umn.edu
    Clustering methods for data-mining problems must be extremely scalable. In addition, several data mining applications demand that the clusters obtained be balanced, i.e., be of ap...
    Arindam Banerjee, Joydeep Ghosh
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    DATAMINE
    2006
    88views more  DATAMINE 2006»
    Hyperclique pattern discovery
    13 years 11 months ago
    Hyperclique pattern discovery
    Download  www-users.cs.umn.edu
    Existing algorithms for mining association patterns often rely on the support-based pruning strategy to prune a combinatorial search space. However, this strategy is not effective ...
    Hui Xiong, Pang-Ning Tan, Vipin Kumar
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    DATAMINE
    2006
    166views more  DATAMINE 2006»
    Accelerated EM-based clustering of large data sets
    13 years 11 months ago
    Accelerated EM-based clustering of large data sets
    Download  www.dpem.tuc.gr
    Motivated by the poor performance (linear complexity) of the EM algorithm in clustering large data sets, and inspired by the successful accelerated versions of related algorithms l...
    Jakob J. Verbeek, Jan Nunnink, Nikos A. Vlassis
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    DATAMINE
    2006
    131views more  DATAMINE 2006»
    A systematic approach to the assessment of fuzzy association rules
    13 years 11 months ago
    A systematic approach to the assessment of fuzzy association rules
    Download  elvex.ugr.es
    In order to allow for the analysis of data sets including numerical attributes, several generalizations of association rule mining based on fuzzy sets have been proposed in the li...
    Didier Dubois, Eyke Hüllermeier, Henri Prade
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    DATAMINE
    2006
    117views more  DATAMINE 2006»
    A Rule-Based Approach for Process Discovery: Dealing with Noise and Imbalance in Process Logs
    13 years 11 months ago
    A Rule-Based Approach for Process Discovery: Dealing with Noise and Imbalance in Process Logs
    Download  is.tm.tue.nl
    Effective information systems require the existence of explicit process models. A completely specified process design needs to be developed in order to enact a given business proce...
    Laura Maruster, A. J. M. M. Weijters, Wil M. P. va...
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    DATAMINE
    2006
    80views more  DATAMINE 2006»
    Mining in Anticipation for Concept Change: Proactive-Reactive Prediction in Data Streams
    13 years 11 months ago
    Mining in Anticipation for Concept Change: Proactive-Reactive Prediction in Data Streams
    Download  www.aiet.ecei.tohoku.ac.jp
    Ying Yang, Xindong Wu, Xingquan Zhu
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    DATAMINE
    2006
    139views more  DATAMINE 2006»
    VizRank: Data Visualization Guided by Machine Learning
    13 years 11 months ago
    VizRank: Data Visualization Guided by Machine Learning
    Download  eprints.fri.uni-lj.si
    Data visualization plays a crucial role in identifying interesting patterns in exploratory data analysis. Its use is, however, made difficult by the large number of possible data p...
    Gregor Leban, Blaz Zupan, Gaj Vidmar, Ivan Bratko
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    DATAMINE
    2006
    176views more  DATAMINE 2006»
    A Bit Level Representation for Time Series Data Mining with Shape Based Similarity
    13 years 11 months ago
    A Bit Level Representation for Time Series Data Mining with Shape Based Similarity
    Download  www.cs.ucr.edu
    Clipping is the process of transforming a real valued series into a sequence of bits representing whether each data is above or below the average. In this paper, we argue that clip...
    Anthony J. Bagnall, Chotirat (Ann) Ratanamahatana,...
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