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标题 : DST讲座“Cluster Analysis for Ordered Categorical Data” 及惠灵顿维多利亚大学应用统计学研究生课程宣讲会
日期 : 2018/10/24 - 2018/10/24
时间 : 14:00 - 16:00
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Contact DST

dst 20181009 05

Dr. Ivy LIU, Deputy Head of School of Mathematics and Statistics, Victoria University of Wellington will briefly introduce the Master Programmes of Victoria University of Wellington and then give a lecture on Cluster Analysis for Ordered Categorical Data at 14:00-16:00, 24 October 2018 (Wednesday) in T2-102.

Abstract of the talk:
For a data matrix with ordered categorical data, we establish likelihood-based multivariate methods to reduce the dimension of the matrix. It applies fuzzy clustering via finite mixtures to ordinal response models. Model-fitting is performed using the expectation-maximization algorithm and a fuzzy allocation of rows, columns, and rows and columns simultaneously to corresponding clusters is obtained. This talk gives a summary of recent results of our working group on this topic. It includes the development on various ordinal models, Bayesian approaches, alternative correlation structures, and data visualization methods. The application in real datasets is also shown.
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