Effects of dataset size and interactions on the prediction performance of logistic regression and deep learning models

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Abstract

Machine learning models were the less influenced by the dataset size but needed interaction terms to achieve good performance, whereas deep learning models could achieve good performance without interaction terms. Conclusively, with the considered scenarios, well-specified machine learning models outperformed deep learning models.