Research output per year
Research output per year
Personal profile
Research Interests
- Fair & interpretable machine learning
- causal learning and reasoning
- federated learning and distributed optimization
- information security and privacy
Disciplines
- Electrical and Computer Engineering
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Dive into the research topics where Mohamed Nafea is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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Attention Based Hierarchical Modeling of EKGs for Interpretable Cardiac Disease Detection
Oladipo, E., Nazrul, S., Rodriguez, M. P. & Nafea, M., 2026, Proceedings - 2026 IEEE 14th International Conference on Healthcare Informatics, ICHI 2026. Institute of Electrical and Electronics Engineers Inc., p. 240-249 10 p. (Proceedings - 2026 IEEE 14th International Conference on Healthcare Informatics, ICHI 2026).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Message from the SmartSys Workshop Chairs
Roy, N., Vallati, C., Singh, G., Nafea, M. & Pettorali, M., 2026, In: Proceedings - 2026 IEEE International Conference on Smart Computing Workshops and Other Affiliated Events, SMARTCOMP Companion 2026. p. xxxviiiResearch output: Contribution to journal › Editorial › peer-review
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Benchmarking Deep Learning Architectures for ECG-Based Multi-label Heart Disease Prediction using MIMIC-IV Database
Oladipo, E., Nazrul, S. & Nafea, M., 2025, Proceedings - 2025 IEEE 38th International Symposium on Computer-Based Medical Systems, CBMS 2025. Rodriguez-Gonzalez, A., Sicilia, R., Prieto-Santamaria, L., Papadopoulos, G. A., Guarrasi, V., Cazzolato, M. T. & Kane, B. (eds.). Institute of Electrical and Electronics Engineers Inc., p. 795-800 6 p. (Proceedings - IEEE Symposium on Computer-Based Medical Systems).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Centralized and Federated Heart Disease Classification Using UCI Dataset: A Benchmark with Interpretability Analysis
Rodriguez, M. P., Oladipo, E. & Nafea, M., 2025, 2025 IEEE Evolution - Life Members Conference: Technology, Applications, and Contributions, Evolution 2025. Institute of Electrical and Electronics Engineers Inc., (2025 IEEE Evolution - Life Members Conference: Technology, Applications, and Contributions, Evolution 2025).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution
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Shapley-Value Based Feature Attribution for Explainability and Algorithmic Fairness: A Model-Agnostic Benchmark
Aldarmini, S. & Nafea, M., 2025, Proceedings - 25th IEEE International Conference on Data Mining Workshops, ICDMW 2025. IEEE Computer Society, p. 348-355 8 p. (IEEE International Conference on Data Mining Workshops, ICDMW).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution