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Machine Learning and Health Science Research: Tutorial

delete2024-01-30
delete8
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OA
AI
H
Hunyong Cho
J
Jane She *
D
Daniel de Marchi
H
Helal El-Zaatari
E
Edward L. Barnes
A
Anna R. Kahkoska
M
Michael R. Kosorok
A
Arti Virkud
DOI:10.2196/50890delete
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摘要

摘要

En 中文
Machine learning (ML) has seen impressive growth in health science research due to its capacity for handling complex data to perform a range of tasks, including unsupervised learning, supervised learning, and reinforcement learning. To aid health science researchers in understanding the strengths and limitations of ML and to facilitate its integration into their studies, we present here a guideline for integrating ML into an analysis through a structured framework, covering steps from framing a research question to study design and analysis techniques for specialized data types.
Keyword:
health science researcher
machine learning pipeline
machine learning
medical machine learning
precision medicine
reproducibility
unsupervised learning

期刊

Journal of Medical Internet Research 封面图
Journal of Medical Internet Research
IF:
6
论文数:
9.7K
被引数:
5.0W

机构

U
university of north carolina
学者数:
7.4W
论文数: 6.5W
被引数: 93
U
University of North Carolina Chapel Hill
学者数:
3.9W
论文数: 3.1W
被引数: 46
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