Learning Curve Analysis Workflows

Learning curve analysis allows to evaluate how prediction performance improves as the training set size increases, providing insights into the model’s data scaling properties.

Workflow

Metrics

References

1. A. Partin et al. “Learning curves for drug response prediction in cancer cell lines”, BMC Bioinformatics, 2021

• Brute-Force LCA
• Swarm LCA
• Post-process LCA Results