14 citations · 39 across the 10 of their papers we have counts for
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cs.LG2021★ 5 cited
Lazy FSCA for Unsupervised Variable Selection
Federico Zocco, Marco Maggipinto, Gian Antonio Susto +1
Various unsupervised greedy selection methods have been proposed as computationally tractable approximations to the NP-hard subset selection problem. These methods rely on sequenti…
cs.LG2020★ 7 cited
Recovery of Linear Components: Reduced Complexity Autoencoder Designs
Federico Zocco, Seán McLoone
Reducing dimensionality is a key preprocessing step in many data analysis applications to address the negative effects of the curse of dimensionality and collinearity on model perf…
cs.LG2020★ 5 cited
An Adaptive Memory Multi-Batch L-BFGS Algorithm for Neural Network Training
Federico Zocco, Seán McLoone
Motivated by the potential for parallel implementation of batch-based algorithms and the accelerated convergence achievable with approximated second order information a limited mem…