[{"language":[{"iso":"eng"}],"_id":"58054","user_id":"67200","status":"public","publication":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","type":"conference","title":"Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees","doi":"10.1109/fuzz-ieee60900.2024.10611982","publisher":"IEEE","date_updated":"2025-01-07T20:00:14Z","author":[{"first_name":"Arnab","last_name":"Sharma","id":"67200","full_name":"Sharma, Arnab"},{"full_name":"Leite, Daniel","id":"103844","orcid":"0000-0003-3135-2933","last_name":"Leite","first_name":"Daniel"},{"full_name":"Demir, Caglar","last_name":"Demir","first_name":"Caglar"},{"last_name":"Ngomo","full_name":"Ngomo, Axel-Cyrille Ngonga","first_name":"Axel-Cyrille Ngonga"}],"date_created":"2025-01-06T12:21:09Z","year":"2024","citation":{"ama":"Sharma A, Leite D, Demir C, Ngomo A-CN. Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees. In: <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>","ieee":"A. Sharma, D. Leite, C. Demir, and A.-C. N. Ngomo, “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees,” 2024, doi: <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>.","chicago":"Sharma, Arnab, Daniel Leite, Caglar Demir, and Axel-Cyrille Ngonga Ngomo. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” In <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611982</a>.","apa":"Sharma, A., Leite, D., Demir, C., &#38; Ngomo, A.-C. N. (2024). Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees. <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611982</a>","bibtex":"@inproceedings{Sharma_Leite_Demir_Ngomo_2024, title={Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees}, DOI={<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>}, booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE}, author={Sharma, Arnab and Leite, Daniel and Demir, Caglar and Ngomo, Axel-Cyrille Ngonga}, year={2024} }","mla":"Sharma, Arnab, et al. “Trading-Off Interpretability and Accuracy in Medical Applications: A Study Toward Optimal Explainability of Hoeffding Trees.” <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611982\">10.1109/fuzz-ieee60900.2024.10611982</a>.","short":"A. Sharma, D. Leite, C. Demir, A.-C.N. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024."},"publication_status":"published"},{"language":[{"iso":"eng"}],"_id":"58053","user_id":"67200","status":"public","publication":"2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)","type":"conference","title":"Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers","doi":"10.1109/fuzz-ieee60900.2024.10611937","publisher":"IEEE","date_updated":"2025-01-07T20:00:29Z","author":[{"first_name":"Daniel","last_name":"Leite","orcid":"0000-0003-3135-2933","full_name":"Leite, Daniel","id":"103844"},{"last_name":"Sharma","full_name":"Sharma, Arnab","id":"67200","first_name":"Arnab"},{"full_name":"Demir, Caglar","last_name":"Demir","first_name":"Caglar"},{"first_name":"Axel-Cyrille","last_name":"Ngomo","full_name":"Ngomo, Axel-Cyrille"}],"date_created":"2025-01-06T12:20:56Z","year":"2024","citation":{"ama":"Leite D, Sharma A, Demir C, Ngomo A-C. Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. In: <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>","ieee":"D. Leite, A. Sharma, C. Demir, and A.-C. Ngomo, “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers,” 2024, doi: <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>.","chicago":"Leite, Daniel, Arnab Sharma, Caglar Demir, and Axel-Cyrille Ngomo. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” In <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611937</a>.","short":"D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.","mla":"Leite, Daniel, et al. “Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers.” <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>.","bibtex":"@inproceedings{Leite_Sharma_Demir_Ngomo_2024, title={Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers}, DOI={<a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">10.1109/fuzz-ieee60900.2024.10611937</a>}, booktitle={2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)}, publisher={IEEE}, author={Leite, Daniel and Sharma, Arnab and Demir, Caglar and Ngomo, Axel-Cyrille}, year={2024} }","apa":"Leite, D., Sharma, A., Demir, C., &#38; Ngomo, A.-C. (2024). Interpretability Index Based on Balanced Volumes for Transparent Models and Agnostic Explainers. <i>2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)</i>. <a href=\"https://doi.org/10.1109/fuzz-ieee60900.2024.10611937\">https://doi.org/10.1109/fuzz-ieee60900.2024.10611937</a>"},"publication_status":"published"},{"user_id":"67200","_id":"58052","language":[{"iso":"eng"}],"publication":"2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)","type":"conference","status":"public","date_created":"2025-01-06T12:20:43Z","author":[{"id":"103844","full_name":"Leite, Daniel","last_name":"Leite","orcid":"0000-0003-3135-2933","first_name":"Daniel"},{"first_name":"Alisson","last_name":"Silva","full_name":"Silva, Alisson"},{"first_name":"Gabriella","full_name":"Casalino, Gabriella","last_name":"Casalino"},{"full_name":"Sharma, Arnab","id":"67200","last_name":"Sharma","first_name":"Arnab"},{"first_name":"Danielle","last_name":"Fortunato","full_name":"Fortunato, Danielle"},{"last_name":"Ngomo","full_name":"Ngomo, Axel-Cyrille","first_name":"Axel-Cyrille"}],"date_updated":"2025-01-07T20:00:43Z","publisher":"IEEE","doi":"10.1109/eais58494.2024.10570033","title":"EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams","publication_status":"published","citation":{"apa":"Leite, D., Silva, A., Casalino, G., Sharma, A., Fortunato, D., &#38; Ngomo, A.-C. (2024). EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams. <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">https://doi.org/10.1109/eais58494.2024.10570033</a>","mla":"Leite, Daniel, et al. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>, IEEE, 2024, doi:<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>.","short":"D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, A.-C. Ngomo, in: 2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS), IEEE, 2024.","bibtex":"@inproceedings{Leite_Silva_Casalino_Sharma_Fortunato_Ngomo_2024, title={EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams}, DOI={<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>}, booktitle={2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)}, publisher={IEEE}, author={Leite, Daniel and Silva, Alisson and Casalino, Gabriella and Sharma, Arnab and Fortunato, Danielle and Ngomo, Axel-Cyrille}, year={2024} }","ama":"Leite D, Silva A, Casalino G, Sharma A, Fortunato D, Ngomo A-C. EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams. In: <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. IEEE; 2024. doi:<a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>","chicago":"Leite, Daniel, Alisson Silva, Gabriella Casalino, Arnab Sharma, Danielle Fortunato, and Axel-Cyrille Ngomo. “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams.” In <i>2024 IEEE International Conference on Evolving and Adaptive Intelligent Systems (EAIS)</i>. IEEE, 2024. <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">https://doi.org/10.1109/eais58494.2024.10570033</a>.","ieee":"D. Leite, A. Silva, G. Casalino, A. Sharma, D. Fortunato, and A.-C. Ngomo, “EGNN-C+: Interpretable Evolving Granular Neural Network and Application in Classification of Weakly-Supervised EEG Data Streams,” 2024, doi: <a href=\"https://doi.org/10.1109/eais58494.2024.10570033\">10.1109/eais58494.2024.10570033</a>."},"year":"2024"}]