Name
Abstract | ||
|---|---|---|
•Kernel density estimation was used to create synthetic individuals from a limited sample.•The full bandwidth matrix was specified with differential evolution optimization.•Synthetic samples were statistically similar to the limited sample.•Limited sample size problem can be mitigated with synthetic patients. |
Year | DOI | Venue |
|---|---|---|
2020 | 10.1016/j.jbi.2020.103408 | Journal of Biomedical Informatics |
Keywords | DocType | Volume |
Synthetic data generation,Kernel density estimation,Overfitting,Differential evolution,Principal component analysis,Distance to the model in X-space | Journal | 105 |
ISSN | Citations | PageRank |
1532-0464 | 0 | 0.34 |
References | Authors | |
0 | 6 | |
Name | Order | Citations | PageRank |
|---|---|---|---|
| Erin E Fowler | 1 | 0 | 0.34 |
| Anders Berglund | 2 | 0 | 0.34 |
| Michael J. Schell | 3 | 0 | 0.68 |
| Thomas A. Sellers | 4 | 2 | 1.12 |
| Steven Eschrich | 5 | 89 | 10.81 |
| John J. Heine | 6 | 29 | 6.07 |