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

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

doi:10.1145/3460418.3479316

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	https://doi.org/10.1145/3460418.3479316
出版ステータス	Published - 2021 9月 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月 21 → 2021 9月 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

Conference	2021 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
City	Virtual, Online
Period	21/9/21 → 21/9/25

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

UN SDG

この成果は、次の持続可能な開発目標に貢献しています

文献へのアクセス

10.1145/3460418.3479316

他のファイルとリンク

引用スタイル

Hamanaka, S., Sasaki, W., Okoshi, T., Nakazawa, J., Yagasaki, K., & Komatsu, H. (2021). A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning. In 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 (pp. 117-120). (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). Association for Computing Machinery, Inc. https://doi.org/10.1145/3460418.3479316

A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning. / Hamanaka, Satoki; Sasaki, Wataru; Okoshi, Tadashi その他.
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. Association for Computing Machinery, Inc, 2021. p. 117-120 (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).

研究成果: Conference contribution

Hamanaka, S, Sasaki, W, Okoshi, T , Nakazawa, J , Yagasaki, K & Komatsu, H 2021, A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning. in 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. 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, Association for Computing Machinery, Inc, pp. 117-120, 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, 21/9/21. https://doi.org/10.1145/3460418.3479316

Hamanaka S, Sasaki W, Okoshi T , Nakazawa J , Yagasaki K, Komatsu H. A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning. In 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. Association for Computing Machinery, Inc. 2021. p. 117-120. (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). doi: 10.1145/3460418.3479316

Hamanaka, Satoki ; Sasaki, Wataru ; Okoshi, Tadashi その他. / A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning. 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. Association for Computing Machinery, Inc, 2021. pp. 117-120 (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).

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title = "A Comparative Study of CIPN Symptom Estimation Methods Based on Machine Learning",

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.",

keywords = "chemotherapy-induced peripheral neuropathy, fall detection, machine learning, mobile sensing",

author = "Satoki Hamanaka and Wataru Sasaki and Tadashi Okoshi and Jin Nakazawa and Kaori Yagasaki and Hiroko Komatsu",

note = "Funding Information: This work was supported by JSPS KAKENHI Grant Number JP16H02696. Publisher Copyright: {\textcopyright} 2021 ACM.; 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing and the 2021 ACM International Symposium on Wearable Computers, UbiComp/ISWC 2021 ; Conference date: 21-09-2021 Through 25-09-2021",

year = "2021",

month = sep,

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doi = "10.1145/3460418.3479316",

language = "English",

series = "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",

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AU - Hamanaka, Satoki

AU - Sasaki, Wataru

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AU - Yagasaki, Kaori

AU - Komatsu, Hiroko

PY - 2021/9/21

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N2 - 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.

AB - 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.

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

抄録

出版物シリーズ

Conference

ASJC Scopus subject areas

UN SDG

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