Squares Support Vector

44

ESANN
2004

169views Neural Networks» more ESANN 2004»

Sparse LS-SVMs using additive regularization with a penalized validation criterion

14 years 18 days ago

This paper is based on a new way for determining the regularization trade-off in least squares support vector machines (LS-SVMs) via a mechanism of additive regularization which ha...

Kristiaan Pelckmans, Johan A. K. Suykens, Bart De ...

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36

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ESANN
2008

139views Neural Networks» more ESANN 2008»

Multi-class classification of ovarian tumors

14 years 20 days ago

Download www.dice.ucl.ac.be

In this work, we developed classifiers to distinguish between four ovarian tumor types using Bayesian least squares support vector machines (LS-SVMs) and kernel logistic regression...

Ben Van Calster, Dirk Timmerman, Antonia C. Testa,...

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37

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CDC
2009
IEEE

180views Control Systems» more CDC 2009»

Robustness analysis for Least Squares kernel based regression: an optimization approach

14 years 2 months ago

Download ftp.esat.kuleuven.be

—In kernel based regression techniques (such as Support Vector Machines or Least Squares Support Vector Machines) it is hard to analyze the inﬂuence of perturbed inputs on the ...

Tillmann Falck, Johan A. K. Suykens, Bart De Moor

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