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    ACL
    2007
    110views Computational Linguistics» more  ACL 2007»
    Instance Weighting for Domain Adaptation in NLP
    14 years 5 months ago
    Instance Weighting for Domain Adaptation in NLP
    Download  sifaka.cs.uiuc.edu
    Domain adaptation is an important problem in natural language processing (NLP) due to the lack of labeled data in novel domains. In this paper, we study the domain adaptation prob...
    Jing Jiang, ChengXiang Zhai
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    ECML
    2007
    Springer
    129views Machine Learning» more  ECML 2007»
    Class Noise Mitigation Through Instance Weighting
    14 years 10 months ago
    Class Noise Mitigation Through Instance Weighting
    Download  www.eecs.tufts.edu
    We describe a novel framework for class noise mitigation that assigns a vector of class membership probabilities to each training instance, and uses the confidence on the current ...
    Umaa Rebbapragada, Carla E. Brodley
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