کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
1152264 958276 2012 6 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Analytic calculations for the EM algorithm for multivariate skew-tt mixture models
موضوعات مرتبط
مهندسی و علوم پایه ریاضیات آمار و احتمال
پیش نمایش صفحه اول مقاله
Analytic calculations for the EM algorithm for multivariate skew-tt mixture models
چکیده انگلیسی

The em algorithm can be used to compute maximum likelihood estimates of model parameters for skew-tt mixture models. We show that the intractable expectations needed in the e-step can be written out analytically. These closed form expressions bypass the need for numerical estimation procedures, such as Monte Carlo methods, leading to accurate calculation of maximum likelihood estimates. Our approach is illustrated on two real data sets.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: Statistics & Probability Letters - Volume 82, Issue 6, June 2012, Pages 1169–1174
نویسندگان
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