Topics in genomic image processing
dc.contributor.advisor | Xiong, Zixiang | |
dc.creator | Hua, Jianping | |
dc.date.accessioned | 2006-04-12T16:05:06Z | |
dc.date.available | 2006-04-12T16:05:06Z | |
dc.date.created | 2004-12 | |
dc.date.issued | 2006-04-12 | |
dc.identifier.uri | https://hdl.handle.net/1969.1/3244 | |
dc.description.abstract | The image processing methodologies that have been actively studied and developed now play a very significant role in the flourishing biotechnology research. This work studies, develops and implements several image processing techniques for M-FISH and cDNA microarray images. In particular, we focus on three important areas: M-FISH image compression, microarray image processing and expression-based classification. Two schemes, embedded M-FISH image coding (EMIC) and Microarray BASICA: Background Adjustment, Segmentation, Image Compression and Analysis, have been introduced for M-FISH image compression and microarray image processing, respectively. In the expression-based classification area, we investigate the relationship between optimal number of features and sample size, either analytically or through simulation, for various classifiers. | en |
dc.format.extent | 1688172 bytes | en |
dc.format.medium | electronic | en |
dc.format.mimetype | application/pdf | |
dc.language.iso | en_US | |
dc.publisher | Texas A&M University | |
dc.subject | M-FISH | en |
dc.subject | microarray | en |
dc.subject | image compression | en |
dc.subject | wavelet | en |
dc.subject | classification | en |
dc.subject | optimal feature size | en |
dc.subject | overfitting | en |
dc.title | Topics in genomic image processing | en |
dc.type | Book | en |
dc.type | Thesis | en |
thesis.degree.department | Electrical Engineering | en |
thesis.degree.discipline | Electrical Engineering | en |
thesis.degree.grantor | Texas A&M University | en |
thesis.degree.name | Doctor of Philosophy | en |
thesis.degree.level | Doctoral | en |
dc.contributor.committeeMember | Klappenecker, Andreas | |
dc.contributor.committeeMember | Chan, Andrew K. | |
dc.contributor.committeeMember | Georghiades, Costas N. | |
dc.contributor.committeeMember | Dougherty, Edward R. | |
dc.type.genre | Electronic Dissertation | en |
dc.type.material | text | en |
dc.format.digitalOrigin | born digital | en |
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