Supervised feature extraction based on FDA and galaxy spectra classification
文献类型：期刊论文
| 作者 | Li Xiang-ru; Hu Zhan-yi ; Zhao Yong-heng
|
| 刊名 | SPECTROSCOPY AND SPECTRAL ANALYSIS
 |
| 出版日期 | 2007-09-01 |
| 卷号 | 27期号:9页码:1898-1901 |
| 关键词 | spectra feature extraction AGN supervised feature extraction spectra classification fisher discriminant analysis |
| 英文摘要 | With the recent technological advances in wide field survey astronomy and the implementation of several large scale astronomical survey proposals, celestial spectra are becoming very rich and the study of automated processing methods is attracting more and more attention. In the present work, the authors pointed out that it is necessary to investigate supervised feature extraction by analyzing the characteristics of the spectra classification research in literature and the limitations of unsupervised feature extraction methods. And the authors studied supervised feature extraction based on Fisher discriminant analysis (FDA) and its application in galaxy spectra classification. FDA could effectively reduce dimension and extract the features based on the classifying capability by fusing information in training data. Experiments show its superior performance in dimensional reduction for galaxy spectra classification. |
| WOS标题词 | Science & Technology ; Technology |
| 类目[WOS] | Spectroscopy |
| 研究领域[WOS] | Spectroscopy |
| 关键词[WOS] | DIGITAL SKY SURVEY ; REDSHIFT SURVEY |
| 收录类别 | SCI |
| 语种 | 英语 |
| WOS记录号 | WOS:000249990800059 |
| 公开日期 | 2015-12-24 |
| 源URL | [http://ir.ia.ac.cn/handle/173211/9400]  |
| 专题 | 自动化研究所_09年以前成果 |
| 作者单位 | 1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China 2.Chinese Acad Sci, Natl Astron Observ, Beijing 100012, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li Xiang-ru,Hu Zhan-yi,Zhao Yong-heng. Supervised feature extraction based on FDA and galaxy spectra classification[J]. SPECTROSCOPY AND SPECTRAL ANALYSIS,2007,27(9):1898-1901. |
| APA | Li Xiang-ru,Hu Zhan-yi,&Zhao Yong-heng.(2007).Supervised feature extraction based on FDA and galaxy spectra classification.SPECTROSCOPY AND SPECTRAL ANALYSIS,27(9),1898-1901. |
| MLA | Li Xiang-ru,et al."Supervised feature extraction based on FDA and galaxy spectra classification".SPECTROSCOPY AND SPECTRAL ANALYSIS 27.9(2007):1898-1901. |
入库方式： OAI收割
来源：自动化研究所
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