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Completed sample correlations and feature dependency-based unsupervised feature selection

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Bibliographic Details
Main Authors: Tong, Liu, Rongyao, Hu, Yongxin, Zhu
Format: Book
Language:English
Published: Springer 2023
Subjects:
feature selection scheme
unified framework
Online Access:https://link.springer.com/article/10.1007/s11042-022-13903-y
https://dlib.phenikaa-uni.edu.vn/handle/PNK/7338
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spelling 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 8.881002

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