A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning

Satoki Hamanaka, Wataru Sasaki, Tadashi Okoshi, Jin Nakazawa, Kaori Yagasaki, Hiroko Komatsu

研究成果: Conference contribution

抄録

Chemotherapy-induced peripheral neuropathy (CIPN) is a common side effect of anticancer medicines that causes muscular weakness and falls in cancer patients. Therefore, we compared the methods for identifying and estimating the factors that cause symptoms in CIPN based on factor analysis and four different machine learning algorithms. The results of factor analysis showed that the latent factors causing CIPN can be classified into three categories: "Morning body condition", "Pain in the legs"and "Dizziness". We chose models for machine learning based on the premise of multi-task learning and built numerous machine learning models to estimate various CIPN symptoms. According to the results of the comparison studies, TabNet has the best generalization performance.

本文言語English
ホスト出版物のタイトルUbiComp/ISWC 2021 - Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers
出版社Association for Computing Machinery, Inc
ページ117-120
ページ数4
ISBN(電子版)9781450384612
DOI
出版ステータスPublished - 2021 9 21
イベント2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2021 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2021 - Virtual, Online, United States
継続期間: 2021 9 212021 9 25

出版物シリーズ

名前UbiComp/ISWC 2021 - Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and Proceedings of the 2021 ACM International Symposium on Wearable Computers

Conference

Conference2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2021 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2021
国/地域United States
CityVirtual, Online
Period21/9/2121/9/25

ASJC Scopus subject areas

  • ハードウェアとアーキテクチャ
  • コンピュータ ネットワークおよび通信
  • ソフトウェア

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