@misc{cogprints5626,
           title = {Fast \& Confident Probabilistic Categorization},
          author = {Cyril Goutte},
            year = {2007},
        keywords = {Text categorization, probabilistic model, confidence estimation, multi-label categorization, category description},
             url = {http://cogprints.org/5626/},
        abstract = {We describe NRC's submission to the Anomaly Detection/Text Mining competition organised at the Text Mining Workshop 2007.  This submission relies on a straightforward implementation of the probabilistic categoriser described in (Gaussier et al., ECIR'02).  This categoriser is adapted to handle multiple labelling and a piecewise-linear confidence estimation layer is added to provide an estimate of the labelling confidence.  This technique achieves a score of 1.689 on the test data.
}
}

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