KDnuggets : News : 2001 : n04 : item16    (previous | next)

Publications

From: Forman, George george_forman@hp.com
Date: Thu, 8 Feb 2001 09:55:29 -0800
Subject: Forman on Dealing with the case when one class is rare

As you know, this is a tough subject.

I'd refer them to a set of papers at the AAAI-2000 workshop on Learning from Imbalanced Datasets. http://borg.cs.dal.ca/~nat/Workshop2000/schedule.html (workshop report at http://www.aaai.org/Press/Reports/Workshops/ws-00-05.html)

Foster's "101" talk/paper is a nice survey of techniques (online at http://www.stern.nyu.edu/~fprovost/home.html#Publications). Before fixing the problem, consider whether overall accuracy really is acceptable.

George


KDnuggets : News : 2001 : n04 : item16    (previous | next)

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