local-model-agnostic-explanations-representations
https://github.com/miguelmezamartinez/local-model-agnostic-explanations-representations
Science Score: 44.0%
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Low similarity (3.8%) to scientific vocabulary
Last synced: 7 months ago
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Basic Info
- Host: GitHub
- Owner: miguelmezamartinez
- License: mit
- Language: Jupyter Notebook
- Default Branch: main
- Size: 2.23 MB
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- Stars: 0
- Watchers: 1
- Forks: 0
- Open Issues: 0
- Releases: 0
Created over 4 years ago
· Last pushed about 2 years ago
Metadata Files
Readme
License
Citation
README.md
Local-Model-Agnostic-Explanations
This is a complementary reference implementation for the following paper accepted in the ACM Transactions on Interactive Intelligent Systems (TiiS) for the Special Issue on Human-Centered Explainable AI (2023)
Meza Martínez, M. A., Nadj, M., Langner, M., Toreini, P., & Maedche, A. (2023). Does this Explanation Help? Designing Local Model-agnostic Explanation Representations and an Experimental Evaluation using Eye-tracking. Accepted Manuscript in the ACM Transactions on Interactive Intelligent Systems (TiiS) Special Issue on Human-Centered Explainable AI.
How to Generate Explanations
The file Explanations.ipynb shows examples on how to generate the refined visual representations of local explanations for the following model-agnostic XAI methods
Owner
- Name: Miguel Angel Meza Martinez
- Login: miguelmezamartinez
- Kind: user
- Location: Karlsruhe
- Company: Karlsruhe Institut für Technologie
- Repositories: 1
- Profile: https://github.com/miguelmezamartinez
Mexican Bachelor in Mechatronics Worked 5 Years at IBM in Storage and Power Server Division Master -Computer Science at Karlsruhe Institute of Technology KIT
Citation (CITATION.cff)
cff-version: 1.2.0 message: "If you use this software, please cite it as below." authors: - family-names: "Meza Martínez" given-names: "Miguel Angel" orcid: "https://orcid.org/0000-0001-6299-7115" title: "Local-Model-agnostic-Explanations-Representations" version: 1.0.0 date-released: 2022-02-17 url: "https://github.com/miguelmezamartinez/Local-Model-agnostic-Explanations-Representations"