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    » Boosting the Area under the ROC Curve
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    NIPS
    2004
    146views Information Technology» more  NIPS 2004»
    Confidence Intervals for the Area Under the ROC Curve
    13 years 6 months ago
    Confidence Intervals for the Area Under the ROC Curve
    Download  www.cs.nyu.edu
    In many applications, good ranking is a highly desirable performance for a classifier. The criterion commonly used to measure the ranking quality of a classification algorithm is ...
    Corinna Cortes, Mehryar Mohri
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    BMCBI
    2007
    132views more  BMCBI 2007»
    On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve
    13 years 5 months ago
    On the analysis of glycomics mass spectrometry data via the regularized area under the ROC curve
    Download  www.biomedcentral.com
    Background: Novel molecular and statistical methods are in rising demand for disease diagnosis and prognosis with the help of recent advanced biotechnology. High-resolution mass s...
    Jingjing Ye, Hao Liu, Crystal Kirmiz, Carlito B. L...
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    ICML
    2004
    IEEE
    202views Machine Learning» more  ICML 2004»
    Optimising area under the ROC curve using gradient descent
    13 years 10 months ago
    Optimising area under the ROC curve using gradient descent
    Download  www.machinelearning.org
    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...
    Alan Herschtal, Bhavani Raskutti
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    SDM
    2007
    SIAM
    130views Data Mining» more  SDM 2007»
    Maximizing the Area under the ROC Curve with Decision Lists and Rule Sets
    13 years 6 months ago
    Maximizing the Area under the ROC Curve with Decision Lists and Rule Sets
    Download  siam.org
    Decision lists (or ordered rule sets) have two attractive properties compared to unordered rule sets: they require a simpler classification procedure and they allow for a more co...
    Henrik Boström
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    NIPS
    2004
    109views Information Technology» more  NIPS 2004»
    A Large Deviation Bound for the Area Under the ROC Curve
    13 years 6 months ago
    A Large Deviation Bound for the Area Under the ROC Curve
    Download  books.nips.cc
    The area under the ROC curve (AUC) has been advocated as an evaluation criterion for the bipartite ranking problem. We study large deviation properties of the AUC; in particular, ...
    Shivani Agarwal, Thore Graepel, Ralf Herbrich, Dan...
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