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cs.LG2019★ 1 cited
Optimizing Shallow Networks for Binary Classification
Kalliopi Basioti, George V. Moustakides
Data driven classification that relies on neural networks is based on optimization criteria that involve some form of distance between the output of the network and the desired lab…
cs.LG2018★ 2 cited
Kernel-Based Training of Generative Networks
Kalliopi Basioti, George V. Moustakides, Emmanouil Z. Psarakis
Generative adversarial networks (GANs) are designed with the help of min-max optimization problems that are solved with stochastic gradient-type algorithms which are known to be no…