An approach for constructing complex discriminating surfaces based on Bayesian interference of the maximum entropy

QSpace/Manakin Repository

An approach for constructing complex discriminating surfaces based on Bayesian interference of the maximum entropy

Show simple item record


dc.contributor.author El Chakik, Fadi
dc.contributor.author Shahine, Ahmad
dc.contributor.author Jaam, Jihad
dc.contributor.author Hasnah, Ahmad
dc.date.accessioned 2009-12-30T07:52:26Z
dc.date.available 2009-12-30T07:52:26Z
dc.date.issued 2003-06-20
dc.identifier.citation Volume 163, Issue 4, 18 June 2004, Pages 275-291 en_US
dc.identifier.uri http://dx.doi.org/10.1016/j.ins.2003.06.011
dc.identifier.uri http://hdl.handle.net/10576/10584
dc.description.abstract In this paper we present a comprehensive Maximum Entropy (MaxEnt) procedure for the classification tasks. This MaxEnt is applied successfully to the problem of estimating the probability distribution function (pdf) of a class with a specific pattern, which is viewed as a probabilistic model handling the classification task. We propose an efficient algorithm allowing to construct a non-linear discriminating surfaces using the MaxEnt procedure. The experiments that we carried out shows the performance and the various advantages of our approach. en_US
dc.language.iso en en_US
dc.subject Maximum entropy en_US
dc.subject Classification en_US
dc.subject Probability estimation en_US
dc.subject Neural networks en_US
dc.subject Hebbian learning en_US
dc.title An approach for constructing complex discriminating surfaces based on Bayesian interference of the maximum entropy en_US
dc.type Article en_US

Files in this item

Files Size Format View Description
complex discriminating surfaces.pdf 254.5Kb PDF View/Open An approach for constructing complex discriminating surfaces based on Bayesian interference of the maximum entropy

This item appears in the following Collection(s)

Show simple item record

Search QSpace


Advanced Search

Browse

My Account