In principle, this procedure is appropriate only if the surrogate datasets conserve all the primary features of the original neural data, such that the surrogates remain a plausible comparison.

Machine learning models are becoming increasingly important in the prediction of economic crises. The models, however, use datasets comprising a large number of predictors (features) which impairs ...

Tomasz Burzykowski, Geert Molenberghs, Marc Buyse, The Validation of Surrogate End Points by Using Data from Randomized Clinical Trials: A Case-Study in Advanced Colorectal Cancer, Journal of the ...