Publications

Current Research Projects

• Cross-Lingual Multi-Granularity Framework for Interpretable Parkinson's Disease Diagnosis from Speech
  I Tougui, M Zakroum, M Ghogho
  arXiv preprint arXiv:2510.03758, 2025
• PD-VOST: Parkinson’s Disease Voice Spectrogram Transformer
  I Tougui, M Zakroum, O Karrakchou, M Ghogho
  ICASSP 2025-2025 IEEE International Conference on Acoustics, Speech and …, 2025
• Transformer-based transfer learning on self-reported voice recordings for Parkinson’s disease diagnosis
  I Tougui, M Zakroum, O Karrakchou, M Ghogho
  Scientific Reports 14 (1), 30131, 2024
• Machine learning smart system for Parkinson disease classification using the voice as a biomarker
  I Tougui, A Jilbab, J El Mhamdi
  Healthcare Informatics Research 28 (3), 210-221, 2022
• Impact of the choice of cross-validation techniques on the results of machine learning-based diagnostic applications
  I Tougui, A Jilbab, J El Mhamdi
  Healthcare informatics research 27 (3), 189-199, 2021
• Heart disease classification using data mining tools and machine learning techniques
  I Tougui, A Jilbab, J El Mhamdi
  Health and Technology 10 (5), 1137-1144, 2020
• Analysis of smartphone recordings in time, frequency, and cepstral domains to classify Parkinson’s disease
  I Tougui, A Jilbab, J El Mhamdi
  Healthc Inform Res 26 (4), 274-283, 2020