Search Results for author: Naofumi Hama

Found 3 papers, 3 papers with code

Notes on Applicability of Explainable AI Methods to Machine Learning Models Using Features Extracted by Persistent Homology

1 code implementation15 Oct 2023 Naofumi Hama

Data analysis that uses the output of topological data analysis as input for machine learning algorithms has been the subject of extensive research.

Topological Data Analysis

Model free variable importance for high dimensional data

1 code implementation15 Nov 2022 Naofumi Hama, Masayoshi Mase, Art B. Owen

Here we present some model-free methods that do not require access to the prediction function.

Deletion and Insertion Tests in Regression Models

1 code implementation25 May 2022 Naofumi Hama, Masayoshi Mase, Art B. Owen

We find an expression for the expected value of the AUC under a random ordering of inputs to $f$ and propose an alternative area above a straight line for the regression setting.

Additive models Explainable Artificial Intelligence (XAI) +1

Cannot find the paper you are looking for? You can Submit a new open access paper.