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    JMLR
    2010
    153views more  JMLR 2010»
    Generalized Expectation Criteria for Semi-Supervised Learning with Weakly Labeled Data
    13 years 2 months ago
    Generalized Expectation Criteria for Semi-Supervised Learning with Weakly Labeled Data
    Download  jmlr.csail.mit.edu
    In this paper, we present an overview of generalized expectation criteria (GE), a simple, robust, scalable method for semi-supervised training using weakly-labeled data. GE fits m...
    Gideon S. Mann, Andrew McCallum
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    ACL
    2008
    213views Computational Linguistics» more  ACL 2008»
    Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields
    13 years 9 months ago
    Generalized Expectation Criteria for Semi-Supervised Learning of Conditional Random Fields
    Download  www.cs.umass.edu
    This paper presents a semi-supervised training method for linear-chain conditional random fields that makes use of labeled features rather than labeled instances. This is accompli...
    Gideon S. Mann, Andrew McCallum
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