1 code implementation • 2 Mar 2024 • Teng-Hui Huang, Hesham El Gamal
The proposed DC separation results in a closed-form update equation, which allows straightforward application to both known and unknown distribution settings.
1 code implementation • 28 Mar 2023 • Teng-Hui Huang, Hesham El Gamal
In a nutshell, the proposed solvers offer computational efficiency, theoretical convergence guarantees (local minima), scalable complexity with the number of views, and exceptional accuracy as compared with the state-of-the-art techniques.
no code implementations • 28 Mar 2023 • Teng-Hui Huang, Thilini Dahanayaka, Kanchana Thilakarathna, Philip H. W. Leong, Hesham El Gamal
Our information-theoretic approach can be extended to supervised and semi-supervised settings with straightforward derivations.
1 code implementation • 9 Feb 2021 • Teng-Hui Huang, Aly El Gamal
Conventionally, it resorts to characterizing the information plane, that is, plotting $I(Y;Z)$ versus $I(X;Z)$ for all solutions obtained from different initial points.