Avoid Oversimplifications in Machine Learning: Going beyond the Class-Prediction Accuracy

Avoid Oversimplifications in Machine Learning: Going beyond the Class-Prediction Accuracy

Class-prediction accuracy provides a quick but superficial way of determining classifier performance. It does not inform on the reproducibility of the findings or whether the selected or constructed features used are meaningful and specific. Furthermore, the class-prediction accuracy oversummarizes...

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Bibliographic Details
Main Authors: Sung Yang Ho, Limsoon Wong, Wilson Wen Bin Goh
Format: Article
Language:English
Published: Elsevier 2020-05-01
Series:Patterns
Subjects:
machine learning
data science
validation
artificial intelligence
Online Access:http://www.sciencedirect.com/science/article/pii/S2666389920300258

Internet

http://www.sciencedirect.com/science/article/pii/S2666389920300258

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