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What is Training and Testing Dataset

Health Informatics and Patient Safety in Times of Crisis
A training dataset is the subset of data that is utilized to build up a model, while a testing (or validation) set is a subset of the data which is used to validate the model, once it is built. Data points in the training set are excluded from the test set.
Published in Chapter:
Conceptual Design Principles for Data-Driven Clinical Decision Support Systems (CDSS): Developing Useful and Relevant CDSS
Dimitrios Zikos (Central Michigan University, USA)
Copyright: © 2023 |Pages: 21
DOI: 10.4018/978-1-6684-5499-2.ch009
Abstract
In an era where health organizations are constantly striving to increase the quality of care amidst significant challenges, such as the recent pandemic, the development of clinical decision support systems (CDSS) can make contextually relevant predictions that can contribute to more efficient and safe health systems. This chapter outlines the conceptual design principles for data-driven clinical decision support systems. It starts by explaining to the reader the user setting and healthcare data use characteristics to discuss 11 principles and considerations for designing contextually data-driven models for clinical decision-making. The chapter was written to be comprehensive to a wide range of audiences and is meant to be enjoyable for readers without an extensive background in data science.
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