fNIRS-based early identification of mild cognitive impairment: a large-scale multi-paradigm study with ensemble machine learning models

Authors

Yufei Chong (ORCID: https://orcid.org/0009-0005-0513-0570)
Lirong Xia
Wenguang Xia (ORCID: https://orcid.org/0000-0003-2508-4741)
Haitao Zhang (ORCID: https://orcid.org/0000-0002-1639-4089)
Qingqing Wu
Can Duan
Jingyi Gong
Xinzi Xu
Zhengliang Li
Peiwen Zhang

Institutions

Hubei University of Chinese Medicine (CN)
Hubei Provincial Hospital of Traditional Chinese Medicine (CN)
Integrated Chinese Medicine (China) (HK)
Hubei 672 Orthopedics Hospital of Traditional Chinese Medicine and Western Medicine (CN)
International Neuromodulation Society (US)

Publication Details

Journal: Frontiers in Neurology
Published: 2026-03-03
DOI: https://doi.org/10.3389/fneur.2026.1738099
Primary Topic: Optical Imaging and Spectroscopy Techniques
Type: article
Field-Weighted Citation Impact: 0.00

Funders

National Natural Science Foundation of China
Natural Science Foundation of Hubei Province
State Administration of Traditional Chinese Medicine of the People's Republic of China
National Health Commission of the People's Republic of China

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article

fNIRS-based early identification of mild cognitive impairment: a large-scale multi-paradigm study with ensemble machine learning models

Yufei Chong, Lirong Xia, Wenguang Xia, Haitao Zhang et al.

Mar 3, 2026

Frontiers in Neurology

Optical Imaging and Spectroscopy Techniques

article

fNIRS-based early identification of mild cognitive impairment: a large-scale multi-paradigm study with ensemble machine learning models

Yufei Chong, Lirong Xia, Wenguang Xia, Haitao Zhang, Qingqing Wu, Can Duan, Jingyi Gong, Xinzi Xu, Zhengliang Li, Peiwen Zhang

March 3, 2026article en

Abstract

No abstract available for this paper.

Frontiers in NeurologyVol. 17

Hubei University of Chinese Medicine (CN), Hubei Provincial Hospital of Traditional Chinese Medicine (CN), Integrated Chinese Medicine (China) (HK), Hubei 672 Orthopedics Hospital of Traditional Chinese Medicine and Western Medicine (CN), International Neuromodulation Society (US)

National Natural Science Foundation of China, Natural Science Foundation of Hubei Province, State Administration of Traditional Chinese Medicine of the People's Republic of China, National Health Commission of the People's Republic of China

Openalex Percentile: Top 38%

Optical Imaging and Spectroscopy Techniques

DOI Open Access PDF OpenAlex

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fNIRS-based early identification of mild cognitive impairment: a large-scale multi-paradigm study with ensemble machine learning models — Yufei Chong, Lirong Xia, et al. · Frontiers in Neurology (2026) | TGRS Research Map | TGRS