Techniques to produce and evaluate realistic multivariate synthetic data

J Heine, EEE Fowler, A Berglund, MJ Schell… - Scientific Reports, 2023 - nature.com
Data modeling requires a sufficient sample size for reproducibility. A small sample size can
inhibit model evaluation. A synthetic data generation technique addressing this small …

[HTML][HTML] Empirically-derived synthetic populations to mitigate small sample sizes

EE Fowler, A Berglund, MJ Schell, TA Sellers… - Journal of biomedical …, 2020 - Elsevier
Limited sample sizes can lead to spurious modeling findings in biomedical research. The
objective of this work is to present a new method to generate synthetic populations (SPs) …