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Instability of Classifiers on Categorical Data


Arno Siebes, Muhammad Subianto, and Ad Feelders

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Return to Session 3: Pattern Analysis on Text and Structured Data


Abstract

In this paper we study the local behaviour of arbitrary classifiers using the instability of that classifier in a data point. Moreover, we introduce two algorithms. The first to find highly unstable points, the second to find islands of stability.


©2006 Association for Computing Machinery