Semi-supervized feature reduction for bio-data analysis
73 p.
| Main Author: | |
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| Other Authors: | |
| Format: | Thesis |
| Published: |
2011
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| Online Access: | http://hdl.handle.net/10356/46749 |
| _version_ | 1811681709084639232 |
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| author | Liu, Yun. |
| author2 | Chen Lihui |
| author_facet | Chen Lihui Liu, Yun. |
| author_sort | Liu, Yun. |
| collection | NTU |
| description | 73 p. |
| first_indexed | 2024-10-01T03:45:15Z |
| format | Thesis |
| id | ntu-10356/46749 |
| institution | Nanyang Technological University |
| last_indexed | 2024-10-01T03:45:15Z |
| publishDate | 2011 |
| record_format | dspace |
| spelling | ntu-10356/467492023-07-04T15:28:26Z Semi-supervized feature reduction for bio-data analysis Liu, Yun. Chen Lihui School of Electrical and Electronic Engineering DRNTU::Engineering::Computer science and engineering::Computing methodologies 73 p. Cancer classification is one of the most important applications in microarray data analy-sis. Due to high dimensional natures of the microarray data, feature reduction has drawn special attention. In this project, we target to explore effective and semi-supervised fea-ture reduction methods for the gene expression data classification. Two new feature re-duction methods have been explored, analyzed and tested on several microarray datasets. One is a semi-supervised feature selection method and the other one is semi-supervised feature extraction method via label propagation. Master of Science (Signal Processing) 2011-12-23T07:43:24Z 2011-12-23T07:43:24Z 2010 2010 Thesis http://hdl.handle.net/10356/46749 Nanyang Technological University application/pdf |
| spellingShingle | DRNTU::Engineering::Computer science and engineering::Computing methodologies Liu, Yun. Semi-supervized feature reduction for bio-data analysis |
| title | Semi-supervized feature reduction for bio-data analysis |
| title_full | Semi-supervized feature reduction for bio-data analysis |
| title_fullStr | Semi-supervized feature reduction for bio-data analysis |
| title_full_unstemmed | Semi-supervized feature reduction for bio-data analysis |
| title_short | Semi-supervized feature reduction for bio-data analysis |
| title_sort | semi supervized feature reduction for bio data analysis |
| topic | DRNTU::Engineering::Computer science and engineering::Computing methodologies |
| url | http://hdl.handle.net/10356/46749 |
| work_keys_str_mv | AT liuyun semisupervizedfeaturereductionforbiodataanalysis |