MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification Models

no code implementations • 24 Apr 2024 • Grace Guo, Lifu Deng, Animesh Tandon, Alex Endert, Bum Chul Kwon

We conclude with a discussion on the generalizability and trustworthiness of the MiMICRI framework, as well as the implications of our findings on the development of domain-centered XAI methods for model interpretability in healthcare contexts.

A Comparative Analysis of Industry Human-AI Interaction Guidelines

no code implementations • 22 Oct 2020 • Austin P. Wright, Zijie J. Wang, Haekyu Park, Grace Guo, Fabian Sperrle, Mennatallah El-Assady, Alex Endert, Daniel Keim, Duen Horng Chau

We have then used this framework to compare each of the surveyed companies to find differences in areas of emphasis.

Human-Computer Interaction

Should We Trust (X)AI? Design Dimensions for Structured Experimental Evaluations

no code implementations • 14 Sep 2020 • Fabian Sperrle, Mennatallah El-Assady, Grace Guo, Duen Horng Chau, Alex Endert, Daniel Keim

This paper systematically derives design dimensions for the structured evaluation of explainable artificial intelligence (XAI) approaches.

Descriptive Explainable artificial intelligence +1