Model-Based Clustering for Gene Expression and Change Patterns

碩士 === 國立中山大學 === 應用數學系研究所 === 99 === It is important to study gene expression and change patterns over a time period because biologically related gene groups are likely to share similar patterns. In this study, similar gene expression and change patterns are found via model-based clustering method....

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Bibliographic Details
Main Authors:	Yi-An Jan, 詹益安
Other Authors:	Mei-Hui Guo
Format:	Others
Language:	en_US
Published:	2011
Online Access:	http://ndltd.ncl.edu.tw/handle/28385659611001299274

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spelling	ndltd-TW-099NSYS55070822015-10-19T04:03:19Z http://ndltd.ncl.edu.tw/handle/28385659611001299274 Model-Based Clustering for Gene Expression and Change Patterns 基因表現與改變形態的模型分群法研究 Yi-An Jan 詹益安碩士國立中山大學應用數學系研究所 99 It is important to study gene expression and change patterns over a time period because biologically related gene groups are likely to share similar patterns. In this study, similar gene expression and change patterns are found via model-based clustering method. Fourier and wavelet coefficients of gene expression data are used as the clustering variables. A two-stage model-based method is proposed for stepwise clustering of expression and change patterns. Simulation study is performed to investigate the effectiveness of the proposed methodology. Yeast cell cycle data are analyzed. Mei-Hui Guo 郭美惠 2011 學位論文 ; thesis 45 en_US
collection	NDLTD
language	en_US
format	Others
sources	NDLTD
description	碩士 === 國立中山大學 === 應用數學系研究所 === 99 === It is important to study gene expression and change patterns over a time period because biologically related gene groups are likely to share similar patterns. In this study, similar gene expression and change patterns are found via model-based clustering method. Fourier and wavelet coefficients of gene expression data are used as the clustering variables. A two-stage model-based method is proposed for stepwise clustering of expression and change patterns. Simulation study is performed to investigate the effectiveness of the proposed methodology. Yeast cell cycle data are analyzed.
author2	Mei-Hui Guo
author_facet	Mei-Hui Guo Yi-An Jan 詹益安
author	Yi-An Jan 詹益安
spellingShingle	Yi-An Jan 詹益安 Model-Based Clustering for Gene Expression and Change Patterns
author_sort	Yi-An Jan
title	Model-Based Clustering for Gene Expression and Change Patterns
title_short	Model-Based Clustering for Gene Expression and Change Patterns
title_full	Model-Based Clustering for Gene Expression and Change Patterns
title_fullStr	Model-Based Clustering for Gene Expression and Change Patterns
title_full_unstemmed	Model-Based Clustering for Gene Expression and Change Patterns
title_sort	model-based clustering for gene expression and change patterns
publishDate	2011
url	http://ndltd.ncl.edu.tw/handle/28385659611001299274
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Model-Based Clustering for Gene Expression and Change Patterns

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