Berardino Barile

Full List of Publications

Doctoral Thesis: "Machine Learning Methods for Multiple Sclerosis Classification and Prediction Using MRI Brain Connectivity"

• Scientific Contributions
• Data Augmentation Using Generative Adversarial Neural Networks (GANs) on Brain Structural Connectivity in Multiple Sclerosis.
  Barile B, Marzullo A., Stamile C. et al. 2021, Computer Methods and Programs in Biomedicine, 206:106113
• Probabilistic Temporal Prediction of Continuous Disease Trajectories and Treatment Effects Using Neural SDEs.
  Barile B, Durso-Finley, Falet J.P. et al. 2024, MICCAI (Oct 2024 Conference)
• ADOPT: Adversarial Optimization Strategy for Counterfactual Trajectories of Grey Matter Atrophy.
  Barile B, Chen E., Sappey-Marinier D. 2025, IEEE Transaction in Biomedical Imaging (Under review)
• Tensor Factorization of Brain Structural Graph for Unsupervised Classification in Multiple Sclerosis.
  Barile B, Marzullo A., Stamile C. et al. 2020, 25th International Conference on Pattern Recognition (ICPR), Milan (virtual), Italy, pp.5052-5059
• Ensemble Learning for Multiple Sclerosis Disability Estimation Using Brain Structural Connectivity.
  Barile B, Marzullo A., Stamile C. et al. 2021, Brain Connectivity, PMID: 34269618
• Causal Impact Evaluation of Occupational Safety Policies on Firms’ Default Using ML Uplift Modelling.
  Barile B, Forti M., Marrocco A., Castaldo A. 2024, Scientific Reports 14, 10380
• New Multiple Sclerosis Lesion Segmentation and Detection Using Pre-activation U-Net.
  Ashtari P., Barile B, Van Huffel S. et al. 2022, Frontiers in Neuroscience, 16:975862
• A Kernel Based Blind Source Separation Approach for Classification of Multiple Sclerosis Clinical Profiles.
  Barile B, Ashtari P., Durand-Dubief F. et al. 2022, Proceedings of the 30th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2022), Bruges, Belgium