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An Extension of the Students t-distribution Mixture Model and the Gradient Descent method
Journal Title Journal of Computers
Journal Abbreviation jcp
Publisher Group Academy Publisher
Website http://ojs.academypublisher.com
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Title An Extension of the Students t-distribution Mixture Model and the Gradient Descent method
Authors Rao, Yunbo; Gou, Jianping; Xiong, Taisong
Abstract A new Students t-distribution finite mixture model is proposedwhich incorporates the local spatial  information of the pixels.The pixels label probability proportions are explicitly modelledas probability vectors in the proposed model. We use  the gradientdescend method to estimate the parameters of the proposed model.Comprehensive experiments are performed for synthetic and naturalgrayscale images. The experimental results  demonstrate that thesuperiority of the proposed model over some other models.
Publisher ACADEMY PUBLISHER
Date 2013-07-01
Source Journal of Computers Vol 8, No 7 (2013): Special Issue: Advances in Internet Technologies and Applications
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