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

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

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

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.

Original languageEnglish
Title of host publicationUbiComp/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
PublisherAssociation for Computing Machinery, Inc
Pages117-120
Number of pages4
ISBN (Electronic)9781450384612
DOIs
Publication statusPublished - 2021 Sep 21
Event2021 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
Duration: 2021 Sep 212021 Sep 25

Publication series

NameUbiComp/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
Country/TerritoryUnited States
CityVirtual, Online
Period21/9/2121/9/25

Keywords

  • chemotherapy-induced peripheral neuropathy
  • fall detection
  • machine learning
  • mobile sensing

ASJC Scopus subject areas

  • Hardware and Architecture
  • Computer Networks and Communications
  • Software

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