3 papers
math.PR2026
Finitary coding and Gaussian concentration for random fields
J. -R. Chazottes, S. Gallo, D. Takahashi
We study Gaussian concentration inequalities for random fields obtained as finitary codings of i.i.d.\ fields, linking concentration properties to coding structure. A finitary codi…
cs.LG2024
Counterfactual Explanations of Black-box Machine Learning Models using Causal Discovery with Applications to Credit Rating
Daisuke Takahashi, Shohei Shimizu, Takuma Tanaka
Explainable artificial intelligence (XAI) has helped elucidate the internal mechanisms of machine learning algorithms, bolstering their reliability by demonstrating the basis of th…
cs.FL2020
VC-dimensions of nondeterministic finite automata for words of equal length
Bjørn Kjos-Hanssen, Clyde James Felix, Sun Young Kim +2
Let denote the set of languages accepted by nondeterministic finite automata with states over an alphabet with letters. Let denote the set of words of leng…