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76
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JMLR
2002
144views more  JMLR 2002»
15 years 12 days ago
Round Robin Classification
In this paper, we discuss round robin classification (aka pairwise classification), a technique for handling multi-class problems with binary classifiers by learning one classifie...
Johannes Fürnkranz
115
Voted
BMCBI
2008
128views more  BMCBI 2008»
15 years 26 days ago
Pairwise covariance adds little to secondary structure prediction but improves the prediction of non-canonical local structure
Background: Amino acid sequence probability distributions, or profiles, have been used successfully to predict secondary structure and local structure in proteins. Profile models ...
Christopher Bystroff, Bobbie-Jo M. Webb-Robertson
CIBCB
2009
IEEE
15 years 1 months ago
Improved prediction of trans-membrane spans in proteins using an artificial neural network
Tools for the identification of trans-membrane spans from the protein sequence are widely used in the experimental community. Computational structural biology seeks to increase the...
Julia Koehler, Ralf Mueller, Jens Meiler
105
Voted
IROS
2007
IEEE
125views Robotics» more  IROS 2007»
15 years 7 months ago
Improved prediction of heart motion using an adaptive filter for robot assisted beating heart surgery
— Robot assisted heart surgery allows surgeons to operate on a heart while it is still beating as if it had been stopped. The robot actively cancels heart motion by closely follo...
Timothy J. Franke, Ozkan Bebek, Murat Cenk Cavusog...
98
Voted
ICML
2009
IEEE
16 years 1 months ago
Boosting with structural sparsity
Despite popular belief, boosting algorithms and related coordinate descent methods are prone to overfitting. We derive modifications to AdaBoost and related gradient-based coordin...
John Duchi, Yoram Singer