Research on children's respiratory diseases based on partition level multi-view clustering

Hongying Zhang; Yaxiong Wan; Kaiwu Zhang

doi:10.1117/12.2687644

28 August 2023 Research on children's respiratory diseases based on partition level multi-view clustering

Hongying Zhang, Yaxiong Wan, Kaiwu Zhang

Proceedings Volume 12724, Second International Conference on Biomedical and Intelligent Systems (IC-BIS 2023); 127242A (2023) https://doi.org/10.1117/12.2687644
Event: Second International Conference on Biomedical and Intelligent Systems (IC-BIS2023), 2023, Xiamen, China

Abstract

Respiratory tract infection is a major disease that affects children's physical development and physical and mental health. Vitamin D intake has a certain internal relationship and correlation with the incidence of respiratory tract diseases. We selected children with respiratory tract infection as the research data to study the correlation between vitamin D intake and respiratory tract infection in children. In order to better analyze data information, multi-view clustering as an important unsupervised learning method is applied to the above research. In this paper, we propose a novel partition-level multi-view clustering method with weighted adaptive graph learning, which not only captures global and local structures simultaneously, but also fuses multi-view information through a weighted fusion mechanism. The effectiveness of our proposed method was verified on three public datasets, and the method was applied to respiratory disease datasets to achieve good clustering results.

Citation Download Citation

Hongying Zhang, Yaxiong Wan, and Kaiwu Zhang "Research on children's respiratory diseases based on partition level multi-view clustering", Proc. SPIE 12724, Second International Conference on Biomedical and Intelligent Systems (IC-BIS 2023), 127242A (28 August 2023); https://doi.org/10.1117/12.2687644

ACCESS THE FULL ARTICLE

INSTITUTIONAL
Select your institution to access the SPIE Digital Library.

SELECT YOUR INSTITUTION

PERSONAL
Sign in with your SPIE account to access your personal subscriptions or to use specific features such as save to my library, sign up for alerts, save searches, etc.

PERSONAL SIGN IN

No SPIE Account? Create one

PURCHASE THIS CONTENT

SUBSCRIBE TO DIGITAL LIBRARY

50 downloads per 1-year subscription

Members: $195

Non-members: $335 ADD TO CART

25 downloads per 1 - year subscription

Members: $145

Non-members: $250 ADD TO CART

PURCHASE SINGLE ARTICLE

Includes PDF, HTML & Video, when available

Members: $17.00

Non-members: $21.00 ADD TO CART

PROCEEDINGS
7 PAGES

DOWNLOAD PAPER SAVE TO MY LIBRARY

GET CITATION

RIGHTS & PERMISSIONS

Get copyright permission Get copyright permission on Copyright Marketplace

KEYWORDS

Matrices

Pulmonary disorders

Data modeling

Shrinkage

Data fusion

Eigenvectors

Information technology

Show All Keywords

Keywords/Phrases

Search In:

Publication Years