1 citations · 1 across the 2 of their papers we have counts for
2 papers
cs.LG2026
A Polynomial-Time Axiomatic Alternative to SHAP for Feature Attribution
Kazuhiro Hiraki, Shinichi Ishihara, Takumi Kongo +1
In this paper, we provide a theoretically grounded and computationally efficient alternative to SHAP. To this end, we study feature attribution through the lens of cooperative game…
cs.LG2024★ 1 cited
Alternative Methods to SHAP Derived from Properties of Kernels: A Note on Theoretical Analysis
Kazuhiro Hiraki, Shinichi Ishihara, Junnosuke Shino
This study first derives a general and analytical expression of AFA (Additive Feature Attribution) in terms of the kernel in LIME (Local Interpretable Model-agnostic Explanations).…