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math.ST2013★ 1 cited
A U-statistic estimator for the variance of resampling-based error estimators
Mathias Fuchs, Roman Hornung, Riccardo De Bin +1
We revisit resampling procedures for error estimation in binary classification in terms of U-statistics. In particular, we exploit the fact that the error rate estimator involving…
math.ST2006★ 79 cited
Penalized Partial Least Squares Based on B-Splines Transformations
Nicole Kraemer, Anne-Laure Boulesteix, Gerhard Tutz
We propose a novel method to model nonlinear regression problems by adapting the principle of penalization to Partial Least Squares (PLS). Starting with a generalized additive mode…