Robust neighborhood embedding for unsupervised feature selection

Yanfang Liu
Yanfang Liu
Dongyi Ye
Dongyi Ye
Wenbin Li
Wenbin Li
Huihui Wang
Huihui Wang

Knowledge Based Systems, pp. 1054622020.

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Abstract:

Abstract Unsupervised feature selection is an efficient approach of dimensionality reduction for alleviating the curse of dimensionality in the countless unlabeled high-dimensional data. In view of the sparseness of the high-dimensional data, we propose a robust neighborhood embedding (RNE) method for unsupervised feature selection. Fir...More

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