Learning curves for drug response prediction in cancer cell lines.
Alexander PartinThomas BrettinYvonne A EvrardYitan ZhuHyunseung YooFangfang XiaSonghao JiangAustin ClydeMaulik ShuklaMichael FonsteinJames H DoroshowRick L StevensPublished in: BMC bioinformatics (2021)
A fitted power law learning curve provides a forward-looking metric for analyzing prediction performance and can serve as a co-design tool to guide experimental biologists and computational scientists in the design of future experiments in prospective research studies.