Time-Split Cross-Validation as a Method for Estimating the Goodness of Prospective Prediction
Time-Split Cross-Validation as a Method for Estimating the Goodness of Prospective Prediction
R. Sheridan
2013 · DOI: 10.1021/ci400084k
Journal of Chemical Information and Modeling · 288 Citations
TLDR
Time-split selection should be used in addition to random selection as a standard for cross-validation in QSAR model building, and gives an R(2) that is more like that of true prospective prediction than the R(1) from random selection or from the analog of leave-class-out selection.
