iSKIN: Integrated application of machine learning and Mondrian conformal prediction to detect skin sensitizers in cosmetic raw materials

Weikaixin Kong; Jie Zhu; Peipei Shan; Huiyan Ying; Tongyu Chen; Bowen Zhang; Chao Peng; Zihan Wang; Yifan Wang; Liting Huang; Suzhen Bi; Weining Ma; Zhuo Huang; Sujie Zhu; Xueyan Liu; Chun Li

doi:10.1002/smm2.1278

iSKIN: Integrated application of machine learning and Mondrian conformal prediction to detect skin sensitizers in cosmetic raw materials

Weikaixin Kong, Jie Zhu, Peipei Shan, Huiyan Ying, Tongyu Chen, Bowen Zhang, Chao Peng, Zihan Wang, Yifan Wang, Liting Huang, Suzhen Bi, Weining Ma, Zhuo Huang, Sujie Zhu, Xueyan Liu, Chun Li

Research output: Contribution to journal › Article › Scientific › peer-review

Original language	English
Article number	e1278
Journal	SmartMat
Volume	5
Issue number	6
Number of pages	14
ISSN	2766-8525
DOIs	https://doi.org/10.1002/smm2.1278
Publication status	Published - Dec 2024
MoE publication type	A1 Journal article-refereed

Fields of Science

Conformal prediction
Cosmetic raw material
Deep learning
Machine learning
217 Medical engineering

Access to Document

10.1002/smm2.1278Licence: CC BY

SmartMat - 2024 - Kong - iSKIN Integrated application of machine learning and Mondrian conformal prediction to detect skinFinal published version, 2.99 MBLicence: CC BY

Cite this

@article{dfea76b6ced746b6a0402de32289f0c7,

title = "iSKIN: Integrated application of machine learning and Mondrian conformal prediction to detect skin sensitizers in cosmetic raw materials",

keywords = "Conformal prediction, Cosmetic raw material, Deep learning, Machine learning, 217 Medical engineering",

author = "Weikaixin Kong and Jie Zhu and Peipei Shan and Huiyan Ying and Tongyu Chen and Bowen Zhang and Chao Peng and Zihan Wang and Yifan Wang and Liting Huang and Suzhen Bi and Weining Ma and Zhuo Huang and Sujie Zhu and Xueyan Liu and Chun Li",

year = "2024",

month = dec,

doi = "10.1002/smm2.1278",

language = "English",

volume = "5",

journal = "SmartMat",

issn = "2766-8525",

publisher = "John Wiley and Sons Inc",

number = "6",

}

TY - JOUR

T1 - iSKIN

T2 - Integrated application of machine learning and Mondrian conformal prediction to detect skin sensitizers in cosmetic raw materials

AU - Kong, Weikaixin

AU - Zhu, Jie

AU - Shan, Peipei

AU - Ying, Huiyan

AU - Chen, Tongyu

AU - Zhang, Bowen

AU - Peng, Chao

AU - Wang, Zihan

AU - Wang, Yifan

AU - Huang, Liting

AU - Bi, Suzhen

AU - Ma, Weining

AU - Huang, Zhuo

AU - Zhu, Sujie

AU - Liu, Xueyan

AU - Li, Chun

PY - 2024/12

Y1 - 2024/12

KW - Conformal prediction

KW - Cosmetic raw material

KW - Deep learning

KW - Machine learning

KW - 217 Medical engineering

U2 - 10.1002/smm2.1278

DO - 10.1002/smm2.1278

M3 - Article

SN - 2766-8525

VL - 5

JO - SmartMat

JF - SmartMat

IS - 6

M1 - e1278

ER -