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A Fast Iteration Method for Mixture Regression Problem

A Fast Iteration Method for Mixture Regression Problem

作     者:Dawei Lang Wanzhou Ye 

作者机构:College of Sciences Shanghai University Shanghai China 

出 版 物:《Journal of Applied Mathematics and Physics》 (应用数学与应用物理(英文))

年 卷 期:2015年第3卷第9期

页      面:1100-1107页

学科分类:07[理学] 0701[理学-数学] 

主  题:Mixture Regression Problem Fast Iteration Method Model-Based Clustering 

摘      要:In this paper, we propose a Fast Iteration Method for solving mixture regression problem, which can be treated as a model-based clustering. Compared to the EM algorithm, the proposed method is faster, more flexible and can solve mixture regression problem with different error distributions (i.e. Laplace and t distribution). Extensive numeric experiments show that our proposed method has better performance on randomly simulations and real data.

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