116 search results - page 1 / 24 » On Machine Learning, ROC Analysis, and Statistical Tests of ... |
ICPR
2002
IEEE
13 years 10 months ago
2002
IEEE
ML
2006
ACM
13 years 5 months ago
2006
ACM
Abstract This paper introduces cost curves, a graphical technique for visualizing the performance (error rate or expected cost) of 2-class classifiers over the full range of possib...
BMCBI
2008
13 years 5 months ago
2008
Background: As in many different areas of science and technology, most important problems in bioinformatics rely on the proper development and assessment of binary classifiers. A ...
ICML
2005
IEEE
14 years 6 months ago
2005
IEEE
Classifiers that refrain from classification in certain cases can significantly reduce the misclassification cost. However, the parameters for such abstaining classifiers are ofte...
ICML
2004
IEEE
13 years 11 months ago
2004
IEEE
This paper introduces RankOpt, a linear binary classifier which optimises the area under the ROC curve (the AUC). Unlike standard binary classifiers, RankOpt adopts the AUC stat...