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    PAKDD
    2010
    ACM
    212views Data Mining» more  PAKDD 2010»
    Fast Perceptron Decision Tree Learning from Evolving Data Streams
    14 years 2 months ago
    Fast Perceptron Decision Tree Learning from Evolving Data Streams
    Download  www.cs.waikato.ac.nz
    Abstract. Mining of data streams must balance three evaluation dimensions: accuracy, time and memory. Excellent accuracy on data streams has been obtained with Naive Bayes Hoeffdi...
    Albert Bifet, Geoffrey Holmes, Bernhard Pfahringer...
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    SAC
    2005
    ACM
    160views Applied Computing» more  SAC 2005»
    Learning decision trees from dynamic data streams
    14 years 3 months ago
    Learning decision trees from dynamic data streams
    Download  www.jucs.org
    : This paper presents a system for induction of forest of functional trees from data streams able to detect concept drift. The Ultra Fast Forest of Trees (UFFT) is an incremental a...
    João Gama, Pedro Medas, Pedro Pereira Rodri...
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    SAC
    2005
    ACM
    103views Applied Computing» more  SAC 2005»
    Incremental rule learning based on example nearness from numerical data streams
    14 years 3 months ago
    Incremental rule learning based on example nearness from numerical data streams
    Download  www.upo.es
    Francisco J. Ferrer-Troyano, Jesús S. Aguil...
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    IDA
    2009
    Springer
    98views Information Technology» more  IDA 2009»
    Adaptive Learning from Evolving Data Streams
    13 years 7 months ago
    Adaptive Learning from Evolving Data Streams
    Download  www.lsi.upc.edu
    Albert Bifet, Ricard Gavaldà
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    SDM
    2007
    SIAM
    198views Data Mining» more  SDM 2007»
    Learning from Time-Changing Data with Adaptive Windowing
    13 years 11 months ago
    Learning from Time-Changing Data with Adaptive Windowing
    Download  siam.org
    We present a new approach for dealing with distribution change and concept drift when learning from data sequences that may vary with time. We use sliding windows whose size, inst...
    Albert Bifet, Ricard Gavaldà
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