41 citations · 75 across the 14 of their papers we have counts for
17 papers · 1 filter
A Class of Subadditive Information Measures and their Applications
Hamidreza Abin, Mahdi Zinati, Amin Gohari +2
We introduce a two-parameter family of discrepancy measures, termed \emph{-divergences}, obtained by applying a non-decreasing function to an -divergence . Build…
f-divergences and their applications in lossy compression and bounding generalization error
Saeed Masiha, Amin Gohari, Mohammad Hossein Yassaee
In this paper, we provide three applications for -divergences: (i) we introduce Sanov's upper bound on the tail probability of the sum of independent random variables based on s…
Learning under Distribution Mismatch and Model Misspecification
Saeed Masiha, Amin Gohari, Mohammad Hossein Yassaee +1
We study learning algorithms when there is a mismatch between the distributions of the training and test datasets of a learning algorithm. The effect of this mismatch on the genera…
State Masking Over a Two-State Compound Channel
Sadaf Salehkalaibar, Mohammad Hossein Yassaee, Vincent Y. F. Tan +1
We consider fundamental limits for communicating over a compound channel when the state of the channel needs to be masked. Our model is closely related to an area of study known as…
Covert Communication Over a Compound Channel
Sadaf Salehkalaibar, Mohammad Hossein Yassaee, Vincent Y. F. Tan
In this paper, we consider fundamental communication limits over a compound channel. Covert communication in the information-theoretic context has been primarily concerned with fun…
Almost exact analysis of soft covering lemma via large deviation
Mohammad Hossein Yassaee
This paper investigates the soft covering lemma under both the relative entropy and the total variation distance as the measures of deviation. The exact order of the expected devia…