Classification with reject option in text categorisation systems | IEEE Conference Publication | IEEE Xplore

Classification with reject option in text categorisation systems


Abstract:

The aim of this paper is to evaluate the potential usefulness of the reject option for text categorisation (TC) tasks. The reject option is a technique used in statistica...Show More

Abstract:

The aim of this paper is to evaluate the potential usefulness of the reject option for text categorisation (TC) tasks. The reject option is a technique used in statistical pattern recognition for improving classification reliability. Our work is motivated by the fact that, although the reject option proved to be useful in several pattern recognition problems, it has not yet been considered for TC tasks. Since TC tasks differ from usual pattern recognition problems in the performance measures used and in the fact that documents can belong to more than one category, we developed a specific rejection technique for TC problems. The performance improvement achievable by using the reject option was experimentally evaluated on the Reuters dataset, which is a standard benchmark for TC systems.
Date of Conference: 17-19 September 2003
Date Added to IEEE Xplore: 29 September 2003
Print ISBN:0-7695-1948-2
Conference Location: Mantova, Italy

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