?url_ver=Z39.88-2004&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Adc&rft.title=Fast+%26+Confident+Probabilistic+Categorization&rft.creator=Goutte%2C+Cyril&rft.subject=Statistical+Models&rft.subject=Computational+Linguistics&rft.subject=Machine+Learning&rft.description=We+describe+NRC's+submission+to+the+Anomaly+Detection%2FText+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.%2C+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.%0A&rft.date=2007&rft.type=Conference+Paper&rft.type=NonPeerReviewed&rft.format=application%2Fpdf&rft.identifier=http%3A%2F%2Fcogprints.org%2F5626%2F1%2Fgoutte07tmw.pdf&rft.identifier=++Goutte%2C+Cyril++(2007)+Fast+%26+Confident+Probabilistic+Categorization.++%5BConference+Paper%5D+++++&rft.relation=http%3A%2F%2Fcogprints.org%2F5626%2F