Takahiro Yoshida

collaborators

4 papers

cs.IT2026

Kolmogorov--Nagumo Mean Frameworks for Conditional Entropy

Akira Kamatsuka, Takahiro Yoshida

This study focuses on conditional entropy frameworks based on the Kolmogorov--Nagumo (KN) mean. First, $(I^\cdot, I ¨ )$ -KN averaging (\texttt{EPKNAVG}), a KN-mean extension of the $I^\cdot$ -a…

cs.IT2026

A Generalized Information Bottleneck Method: A Decision-Theoretic Perspective

Akira Kamatsuka, Takahiro Yoshida

The information bottleneck (IB) method seeks a compressed representation of data that preserves information relevant to a target variable for prediction while discarding irrelevant…

cs.IT2026

A Generalized Leakage Interpretation of Alpha-Mutual Information

Akira Kamatsuka, Takahiro Yoshida

This paper presents a unified interpretation of $I^\pm$ -mutual information ( $I^\pm$ -MI) in terms of generalized $g$ -leakage. Specifically, we present a novel interpretation of $I^\pm$ -MI wi…

cs.IT2025

Alternating Optimization Approach for Computing $I^\pm$ -Mutual Information and $I^\pm$ -Capacity

Akira Kamatsuka, Koki Kazama, Takahiro Yoshida

This study presents alternating optimization (AO) algorithms for computing $I^\pm$ -mutual information ( $I^\pm$ -MI) and $I^\pm$ -capacity based on variational characterizations of $I^\pm$ -MI usi…

Kolmogorov--Nagumo Mean Frameworks for Conditional Entropy

A Generalized Information Bottleneck Method: A Decision-Theoretic Perspective

A Generalized Leakage Interpretation of Alpha-Mutual Information

Alternating Optimization Approach for Computing I^±-Mutual Information and I^±-Capacity

Alternating Optimization Approach for Computing $I^\pm$ -Mutual Information and $I^\pm$ -Capacity