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3 articles related to "High Dimensional Small Sample"

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Articles

Original Research

Published on 03 Nov 2023

Cauchy non-convex sparse feature selection method for the high-dimensional small-sample problem in motor imagery EEG decoding

in Neuroprosthetics

Shaorong Zhang
Qihui Wang
Benxin Zhang
Zhen Liang
Li Zhang
Linling Li
Gan Huang
Zhiguo Zhang
Bao Feng
Tianyou Yu

Frontiers in Neuroscience

doi 10.3389/fnins.2023.1292724

2,655 views
4 citations

Original Research

Published on 07 Aug 2020

Sparse Logistic Regression With L1/2 Penalty for Emotion Recognition in Electroencephalography Classification

Dong-Wei Chen
Rui Miao
Zhao-Yong Deng
Yue-Yue Lu
Yong Liang
Lan Huang

Frontiers in Neuroinformatics

doi 10.3389/fninf.2020.00029

8,666 views
14 citations

Original Research

Published on 26 Nov 2025

Cross-species validation of a 6-miRNA blood signature for Parkinson’s disease: from MPTP mice to human PBMC and serum exosomes

in Dementia and Neurodegenerative Diseases

Nagyum Jung
Seung-Nam Kim

Frontiers in Neurology

doi 10.3389/fneur.2025.1704976

1,143 views