3 papers
cs.IT2022
Stability of Bernstein's Theorem and Soft Doubling for Vector Gaussian Channels
Mohammad Mahdi Mahvari, Gerhard Kramer
The stability of Bernstein's characterization of Gaussian distributions is extended to vectors by utilizing characteristic functions. Stability is used to develop a soft doubling a…
cs.IT2021
Scalable Vector Gaussian Information Bottleneck
Mohammad Mahdi Mahvari, Mari Kobayashi, Abdellatif Zaidi
In the context of statistical learning, the Information Bottleneck method seeks a right balance between accuracy and generalization capability through a suitable tradeoff between c…
cs.IT2020
On the Relevance-Complexity Region of Scalable Information Bottleneck
Mohammad Mahdi Mahvari, Mari Kobayashi, Abdellatif Zaidi
The Information Bottleneck method is a learning technique that seeks a right balance between accuracy and generalization capability through a suitable tradeoff between compression…