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cs.LG2024
On the Stability of a non-hyperbolic nonlinear map with non-bounded set of non-isolated fixed points with applications to Machine Learning
Roberta Hansen, Matias Vera, Lautaro Estienne +2
This paper deals with the convergence analysis of the SUCPA (Semi Unsupervised Calibration through Prior Adaptation) algorithm, defined from a first-order non-linear difference equ…
cs.LG2021
PACMAN: PAC-style bounds accounting for the Mismatch between Accuracy and Negative log-loss
Matias Vera, Leonardo Rey Vega, Pablo Piantanida
The ultimate performance of machine learning algorithms for classification tasks is usually measured in terms of the empirical error probability (or accuracy) based on a testing da…