---
_id: '58054'
author:
- first_name: Arnab
  full_name: Sharma, Arnab
  id: '67200'
  last_name: Sharma
- first_name: Daniel
  full_name: Leite, Daniel
  id: '103844'
  last_name: Leite
  orcid: 0000-0003-3135-2933
- first_name: Caglar
  full_name: Demir, Caglar
  last_name: Demir
- first_name: Axel-Cyrille Ngonga
  full_name: Ngomo, Axel-Cyrille Ngonga
  last_name: Ngomo
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>'
  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} }'
  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>.'
  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>.'
  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.'
date_created: 2025-01-06T12:21:09Z
date_updated: 2025-01-07T20:00:14Z
doi: 10.1109/fuzz-ieee60900.2024.10611982
language:
- iso: eng
publication: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
publication_status: published
publisher: IEEE
status: public
title: 'Trading-Off Interpretability and Accuracy in Medical Applications: A Study
  Toward Optimal Explainability of Hoeffding Trees'
type: conference
user_id: '67200'
year: '2024'
...
---
_id: '58053'
author:
- first_name: Daniel
  full_name: Leite, Daniel
  id: '103844'
  last_name: Leite
  orcid: 0000-0003-3135-2933
- first_name: Arnab
  full_name: Sharma, Arnab
  id: '67200'
  last_name: Sharma
- first_name: Caglar
  full_name: Demir, Caglar
  last_name: Demir
- first_name: Axel-Cyrille
  full_name: Ngomo, Axel-Cyrille
  last_name: Ngomo
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>'
  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>
  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} }'
  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>.
  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>.'
  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>.
  short: 'D. Leite, A. Sharma, C. Demir, A.-C. Ngomo, in: 2024 IEEE International
    Conference on Fuzzy Systems (FUZZ-IEEE), IEEE, 2024.'
date_created: 2025-01-06T12:20:56Z
date_updated: 2025-01-07T20:00:29Z
doi: 10.1109/fuzz-ieee60900.2024.10611937
language:
- iso: eng
publication: 2024 IEEE International Conference on Fuzzy Systems (FUZZ-IEEE)
publication_status: published
publisher: IEEE
status: public
title: Interpretability Index Based on Balanced Volumes for Transparent Models and
  Agnostic Explainers
type: conference
user_id: '67200'
year: '2024'
...
---
_id: '58052'
author:
- first_name: Daniel
  full_name: Leite, Daniel
  id: '103844'
  last_name: Leite
  orcid: 0000-0003-3135-2933
- first_name: Alisson
  full_name: Silva, Alisson
  last_name: Silva
- first_name: Gabriella
  full_name: Casalino, Gabriella
  last_name: Casalino
- first_name: Arnab
  full_name: Sharma, Arnab
  id: '67200'
  last_name: Sharma
- first_name: Danielle
  full_name: Fortunato, Danielle
  last_name: Fortunato
- first_name: Axel-Cyrille
  full_name: Ngomo, Axel-Cyrille
  last_name: Ngomo
citation:
  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>'
  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>'
  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} }'
  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>.'
  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.'
date_created: 2025-01-06T12:20:43Z
date_updated: 2025-01-07T20:00:43Z
doi: 10.1109/eais58494.2024.10570033
language:
- iso: eng
publication: 2024 IEEE International Conference on Evolving and Adaptive Intelligent
  Systems (EAIS)
publication_status: published
publisher: IEEE
status: public
title: 'EGNN-C+: Interpretable Evolving Granular Neural Network and Application in
  Classification of Weakly-Supervised EEG Data Streams'
type: conference
user_id: '67200'
year: '2024'
...