no code implementations • 1 Nov 2022 • Erixhen Sula, Lizhong Zheng
We focus on a semi-supervised case to learn the model from labeled and unlabeled samples.
no code implementations • 3 Feb 2020 • Michael Gastpar, Erixhen Sula
We give an information-theoretic interpretation of Canonical Correlation Analysis (CCA) via (relaxed) Wyner's common information.
no code implementations • 2 Oct 2019 • Junho Cho, Sethumadhavan Chandrasekhar, Erixhen Sula, Samuel Olsson, Ellsworth Burrows, Greg Raybon, Roland Ryf, Nicolas Fontaine, Jean-Christophe Antona, Steve Grubb, Peter Winzer, Andrew Chraplyvy
We experimentally achieve a 19% capacity gain per Watt of electrical supply power in a 12-span link by eliminating gain flattening filters and optimizing launch powers using machine learning by deep neural networks in a massively parallel fiber context.