2 papers
cs.IT2024
A Variational Characterization of -Mutual Information and its Application to Computing -Capacity
Akira Kamatsuka, Koki Kazama, Takahiro Yoshida
-mutual information (-MI) is a wide class of information leakage measures, where is a pair of monotonically increasing function and a concave function , whi…
cs.LG2023
Prediction Algorithms Achieving Bayesian Decision Theoretical Optimality Based on Decision Trees as Data Observation Processes
Yuta Nakahara, Shota Saito, Naoki Ichijo +2
In the field of decision trees, most previous studies have difficulty ensuring the statistical optimality of a prediction of new data and suffer from overfitting because trees are…