Predicting Comatose Patient's Outcome Using Brain Functional Connectivity with a Random Forest Model. - Inês W. Sampaio; Matteo Leccardi; Cristian Drudi; Jiaying Liu 013; Francesca Righetti; Anna M. Bianchi; Riccardo Barbieri; Luca T. Mainardi (CinC, 2023)

Comparison of Multi-site Neuroimaging Data Harmonization Techniques for Machine Learning Applications. - Inês W. Sampaio; Emma Tassi; Marcella Bellani; Francesco Benedetti; Sara Poletti; Gianfranco Spalletta; Fabrizio Piras; Anna Maria Bianchi; Paolo Brambilla; Eleonora Maggioni (EUROCON, 2023)

Multi-site External Sets Harmonization with M-ComBat: An Application to Functional Connectivity in a Normative Framework. - Inês W. Sampaio; Emma Tassi; Anna M. Bianchi; Stefan J. Borgwardt; Joseph Kambeitz; Lana Kambeitz-Ilankovic; Eva M. Meisenzahl; Raimo K. R. Salokangas; Rachel Upthegrove; Stephen J. Wood; Nikolaos Koutsouleris; Paolo Brambilla; et al. (MetroXRAINE, 2024)

A Systematic Approach to Tuning Cover Parameters in Mapper for Improved TDA Representation. - Stefano Vannoni; Emma Tassi; Inês W. Sampaio; Anna M. Bianchi; Eleonora Maggioni (MetroXRAINE, 2024)

Ensemble-KAN: Leveraging Kolmogorov Arnold Networks to Discriminate Individuals with Psychiatric Disorders from Controls. - Gianluca De Franceschi; Inês W. Sampaio; Stefan J. Borgwardt; Joseph Kambeitz; Lana Kambeitz-Ilankovic; Eva M. Meisenzahl; Raimo K. R. Salokangas; Rachel Upthegrove; Stephen J. Wood; Nikolaos Koutsouleris; Paolo Brambilla; Eleonora Maggioni (AMAI@MICCAI, 2024)

Exploitation of Mapper Algorithm in Neuroimaging Applications: A Novel Framework for Outcomes Prediction. - Stefano Vannoni; Emma Tassi; Inês W. Sampaio; Eleonora Maggioni (TGI3@MICCAI, 2024)

A generalizable normative deep autoencoder for brain morphological anomaly detection: application to the multi-site StratiBip dataset on bipolar disorder in an external validation framework. - Inês W. Sampaio; Emma Tassi; Marcella Bellani; Francesco Benedetti; Igor Nenadic; Mary L. Phillips; Fabrizio Piras; Lakshmi Yatham; Anna Maria Bianchi; Paolo Brambilla; Eleonora Maggioni (Artif. Intell. Medicine, 2025)