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pprett's BibTeX entry:  

The effect of class distribution on classifier learning

2001.
Authors: G. Weiss and F. Provost
URL: http://citeseer.ist.psu.edu/445432.html
Tags: class, cost-sensitive, distribution, imbalanced, ml, over\_sampling, set, supervised, training, under\_sampling
Abstract: In this article we analyze the effect of class distribution on classifier learning. We begin by describing the different ways in which class distribution affects learning and how it affects the evaluation of learned classifiers. We then present the results of two comprehensive experimental studies. The first study compares the performance of classifiers generated from unbalanced data sets with the performance of classifiers generated from balanced versions of the same data sets. This...
| URL | BibTeX  
@misc{citeulike:1284148,
title = {The effect of class distribution on classifier learning},
author = {G. Weiss and F. Provost},
url = {http://citeseer.ist.psu.edu/445432.html},
year = {2001},
abstract = {In this article we analyze the effect of class distribution on classifier learning. We begin by describing the different ways in which class distribution affects learning and how it affects the evaluation of learned classifiers. We then present the results of two comprehensive experimental studies. The first study compares the performance of classifiers generated from unbalanced data sets with the performance of classifiers generated from balanced versions of the same data sets. This...},
posted-at = {2008-01-17 18:43:39}, priority = {3}, citeulike-article-id = {1284148},
keywords = {class, cost-sensitive, distribution, imbalanced, ml, over\_sampling, set, supervised, training, under\_sampling }
}