2 papers
eess.SP2020
A t-distribution based operator for enhancing out of distribution robustness of neural network classifiers
Niccolò Antonello, Philip N. Garner
Neural Network (NN) classifiers can assign extreme probabilities to samples that have not appeared during training (out-of-distribution samples) resulting in erroneous and unreliab…
eess.SP2018
Proximal Gradient Algorithms: Applications in Signal Processing
Niccolò Antonello, Lorenzo Stella, Panagiotis Patrinos +1
Advances in numerical optimization have supported breakthroughs in several areas of signal processing. This paper focuses on the recent enhanced variants of the proximal gradient n…