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    COLT
    2006
    Springer
    122views Machine Learning» more  COLT 2006»
    Efficient Algorithms for General Active Learning
    13 years 8 months ago
    Efficient Algorithms for General Active Learning
    Download  people.csail.mit.edu
    Claire Monteleoni
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    COLT
    2010
    Springer
    167views Machine Learning» more  COLT 2010»
    Active Learning on Trees and Graphs
    13 years 2 months ago
    Active Learning on Trees and Graphs
    Download  www.colt2010.org
    We investigate the problem of active learning on a given tree whose nodes are assigned binary labels in an adversarial way. Inspired by recent results by Guillory and Bilmes, we c...
    Nicolò Cesa-Bianchi, Claudio Gentile, Fabio...
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    JISE
    2007
    71views more  JISE 2007»
    Effective Learning Model and Activate Learning Algorithm for Improving Learning Efficiency
    13 years 4 months ago
    Effective Learning Model and Activate Learning Algorithm for Improving Learning Efficiency
    Download  www.iis.sinica.edu.tw
    Shih-Jung Peng, Pi-Feng Liang, Deng-Jyi Chen
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    NIPS
    2007
    132views Information Technology» more  NIPS 2007»
    A general agnostic active learning algorithm
    13 years 6 months ago
    A general agnostic active learning algorithm
    Download  isaim2008.unl.edu
    We present a simple, agnostic active learning algorithm that works for any hypothesis class of bounded VC dimension, and any data distribution. Our algorithm extends a scheme of C...
    Sanjoy Dasgupta, Daniel Hsu, Claire Monteleoni
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    ISCI
    2008
    95views more  ISCI 2008»
    Modified constrained learning algorithms incorporating additional functional constraints into neural networks
    13 years 4 months ago
    Modified constrained learning algorithms incorporating additional functional constraints into neural networks
    Download  www.intelengine.cn
    In this paper, two modified constrained learning algorithms are proposed to obtain better generalization performance and faster convergence rate. The additional cost terms of the ...
    Fei Han, Qing-Hua Ling, De-Shuang Huang
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