| # | Authors | Title | Details | Date | Pdf/Links/Bibtex | Keywords |
|---|---|---|---|---|---|---|
| 2 | Mekonnen E.T., Longo L., Dondio P. | A global model-agnostic rule-based XAI method based on Parameterized Event Primitives for time series classifiers | Frontiers Artificial Intelligence | 2024 |   
@ARTICLE{10.3389/frai.2024.1381921, AUTHOR={Mekonnen, Ephrem T. and Dondio, Pierpaolo and Longo, Luca }, TITLE={A Global Model-Agnostic Rule-Based XAI Method based on Parameterised Event Primitives for Time Series Classifiers}, JOURNAL={Frontiers in Artificial Intelligence}, VOLUME={7}, YEAR={2024}, URL={https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1381921}, DOI={10.3389/frai.2024.1381921}, ISSN={2624-8212}, } [Close]
| Deep learning • Explainable Artificial Intelligence • time series classification • decision tree •
model agnostic • post-hoc • Machine Learning |
| 1 | Vilone G., Longo L. | A Quantitative Evaluation of Global, Rule-Based Explanations of Post-Hoc, Model Agnostic Methods | Frontiers in Artificial Intelligence | 2021 | 
@ARTICLE{ViloneLongo2021, AUTHOR={Vilone, Giulia and Longo, Luca}, TITLE={A Quantitative Evaluation of Global, Rule-Based Explanations of Post-Hoc, Model Agnostic Methods}, JOURNAL={Frontiers in Artificial Intelligence}, VOLUME={4}, PAGES={160}, YEAR={2021}, URL={https://www.frontiersin.org/article/10.3389/frai.2021.717899}, DOI={10.3389/frai.2021.717899}, ISSN={2624-8212} } [Close]
| explainable artificial intelligence • rule extraction • method comparison and evaluation • metrics of
explainability • method automatic ranking • artificial intelligence • explainability |
| # | Authors | Title | Details | Date | Pdf/Links/Bibtex | Keywords |