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• W1990469034 abstract "In this work, we propose an approach to binary classification based on an extension of Bayes Point Machines. Particularly, we take into account the whole set of hypotheses that are consistent with the data (the so-called version space) and the intrinsic noise in class labeling. We follow a Bayesian approach and compute an approximate posterior distribution for the model parameters, which leads to a predictive distribution over unseen data. The most compelling feature of the proposed model is that it is able to learn the noise present in the data with no additional cost. All the computations are carried out by means of the approximate Bayesian inference algorithm Expectation Propagation. Experimental results indicate that the proposed approach outperforms Support Vector Machines over several of the classification problems studied and is competitive with other Bayesian classification algorithms based on Gaussian Processes." @default.
• W1990469034 created "2016-06-24" @default.
• W1990469034 creator A5003318791 @default.
• W1990469034 creator A5029396252 @default.
• W1990469034 date "2008-07-01" @default.
• W1990469034 modified "2023-09-26" @default.
• W1990469034 title "Bayes Machines for binary classification" @default.
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• W1990469034 doi "https://doi.org/10.1016/j.patrec.2008.02.022" @default.
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