Completed sample correlations and feature dependency-based unsupervised feature selection
CC BY
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| Định dạng: | Sách |
| Ngôn ngữ: | English |
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Springer
2023
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| Truy cập trực tuyến: | https://link.springer.com/article/10.1007/s11042-022-13903-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/7338 |
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oai:localhost:PNK-73382023-03-30T07:08:13Z Completed sample correlations and feature dependency-based unsupervised feature selection Tong, Liu Rongyao, Hu Yongxin, Zhu feature selection scheme unified framework CC BY Sample correlations and feature relations are two pieces of information that are needed to be considered in the unsupervised feature selection, as labels are missing to guide model construction. Thus, we design a novel unsupervised feature selection scheme, in this paper, via considering the completed sample correlations and feature dependencies in a unified framework. Specifically, self-representation dependencies and graph construction are conducted to preserve and select the important neighbors for each sample in a comprehensive way. 2023-03-30T07:08:13Z 2023-03-30T07:08:13Z 2023 Book https://link.springer.com/article/10.1007/s11042-022-13903-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/7338 en application/pdf Springer |
| institution |
Digital Phenikaa |
| collection |
Digital Phenikaa |
| language |
English |
| topic |
feature selection scheme unified framework |
| spellingShingle |
feature selection scheme unified framework Tong, Liu Rongyao, Hu Yongxin, Zhu Completed sample correlations and feature dependency-based unsupervised feature selection |
| description |
CC BY |
| format |
Book |
| author |
Tong, Liu Rongyao, Hu Yongxin, Zhu |
| author_facet |
Tong, Liu Rongyao, Hu Yongxin, Zhu |
| author_sort |
Tong, Liu |
| title |
Completed sample correlations and feature dependency-based unsupervised feature selection |
| title_short |
Completed sample correlations and feature dependency-based unsupervised feature selection |
| title_full |
Completed sample correlations and feature dependency-based unsupervised feature selection |
| title_fullStr |
Completed sample correlations and feature dependency-based unsupervised feature selection |
| title_full_unstemmed |
Completed sample correlations and feature dependency-based unsupervised feature selection |
| title_sort |
completed sample correlations and feature dependency-based unsupervised feature selection |
| publisher |
Springer |
| publishDate |
2023 |
| url |
https://link.springer.com/article/10.1007/s11042-022-13903-y https://dlib.phenikaa-uni.edu.vn/handle/PNK/7338 |
| _version_ |
1761821914541588480 |
| score |
8.891787 |