class probabilities | Sciweavers

43

ML
2002
ACM

220views Machine Learning» more ML 2002»

Bayesian Methods for Support Vector Machines: Evidence and Predictive Class Probabilities

13 years 11 months ago

I describe a framework for interpreting Support Vector Machines (SVMs) as maximum a posteriori (MAP) solutions to inference problems with Gaussian Process priors. This probabilisti...

Peter Sollich

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42

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ARTMED
2007

347views more ARTMED 2007»

A combined MRI and MRSI based multiclass system for brain tumour recognition using LS-SVMs with class probabilities and feature

13 years 11 months ago

Download ftp.esat.kuleuven.ac.be

Objective: This study investigates the use of automated pattern recognition methods on magnetic resonance data with the ultimate goal to assist clinicians in the diagnosis of brai...

Jan Luts, Arend Heerschap, Johan A. K. Suykens, Sa...

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42

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ICMLA
2008

177views Machine Learning» more ICMLA 2008»

Calibrating Random Forests

14 years 29 days ago

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When using the output of classifiers to calculate the expected utility of different alternatives in decision situations, the correctness of predicted class probabilities may be of...

Henrik Boström

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28

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ECML
2001
Springer

120views Machine Learning» more ECML 2001»

Classification on Data with Biased Class Distribution

14 years 4 months ago

Download www.ist.temple.edu

Labeled data for classification could often be obtained by sampling that restricts or favors choice of certain classes. A classifier trained using such data will be biased, resulti...

Slobodan Vucetic, Zoran Obradovic

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