A comparative evaluation of the generalised predictive ability of eight machine learning algorithms across ten clinical metabolomics data sets for binary classification.

Kevin M Mendez Stacey N Reinke David I Broadhurst

Published in: Metabolomics : Official journal of the Metabolomic Society (2019)

The size of the data set, and choice of performance metric, had a greater influence on generalised predictive performance than the choice of machine learning algorithm.

Keyphrases

machine learning
big data
artificial intelligence
deep learning
electronic health record
mass spectrometry
decision making