Interpretable machine learning with SHAP predicts honest behavior from personality traits and physiological data

Y Yu Meng Y Yihan Chen Z Zhitong Zhang H Hanxi Huang Q Qiaolin Chen (Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou Key Laboratory for Clean Energy and Materials) Z Zili Peng Q Qunfei Zheng Y Yiming Liu (Department of Pharmacy, College of Biology)

Article Details

Volume / Issue Vol. 16, Issue 1
Published March 13, 2026
ISSN 2045-2322
Publisher Nature Portfolio

Journal Info

Scientific Reports

Nature Portfolio

ISSN: 2045-2322 Open Access Life Sciences

Authors (8)

Y

Yu Meng

Y

Yihan Chen

Z

Zhitong Zhang

H

Hanxi Huang

Q

Qiaolin Chen

Institute of Environmental Research at Greater Bay Area, Key Laboratory for Water Quality and Conservation of the Pearl River Delta, Ministry of Education, Guangzhou Key Laboratory for Clean Energy and Materials

Z

Zili Peng

Q

Qunfei Zheng

Y

Yiming Liu

Department of Pharmacy, College of Biology