Evaluating Categorisation in Real Life - An Argument Against Simple but Impractical Metrics

Text categorisation in commercial application poses several limiting constraints on the technology solutions to be employed. This paper describes how a method with some potential improvements is evaluated for practical purposes and argues for a richer and more expressive evaluation procedure. In this paper one such method is exemplified by a precision-recall matrix which sacrifices convenience for expressiveness.