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Politecnico di Milano: Milan, IT

2022-11-01 to present | Ph.D candidate (Department of Eletronics, Information and Bioengineering)
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Inês Sampaio

Works (8)

Ensemble-KAN: Leveraging Kolmogorov Arnold Networks to Discriminate Individuals with Psychiatric Disorders from Controls

2025 | Book chapter
DOI: 10.1007/978-3-031-82007-6_18
Contributors: Gianluca De Franceschi; Inês W. Sampaio; Stefan Borgwardt; Joseph Kambeitz; Lana Kambeitz-Ilankovic; Eva Meisenzahl; Raimo K. R. Salokangas; Rachel Upthegrove; Stephen J. Wood; Nikolaos Koutsouleris et al.
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Exploitation of Mapper Algorithm in Neuroimaging Applications: A Novel Framework for Outcomes Prediction

2025 | Book chapter
DOI: 10.1007/978-3-031-73967-5_8
Contributors: Stefano Vannoni; Emma Tassi; Inês Won Sampaio; Eleonora Maggioni
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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

Artificial Intelligence in Medicine
2025-03 | Journal article
DOI: 10.1016/j.artmed.2024.103063
Part of ISSN: 0933-3657
Contributors: Inês Won Sampaio; Emma Tassi; Marcella Bellani; Francesco Benedetti; Igor Nenadić; Mary L. Phillips; Fabrizio Piras; Lakshmi Yatham; Anna Maria Bianchi; Paolo Brambilla et al.
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Inês Sampaio

A site disentanglement strategy to harmonize brain latent variables: application to a brain-environment autoencoder model for psychiatric disorders

2024-11-13 | Preprint
DOI: 10.36227/techrxiv.173152997.72211665/v1
Contributors: Inês W. Sampaio; Anna M Bianchi; Stefan Borgwardt; Joseph Kambeitz; Lana Kambeitz-Ilankovic; Eva Meisenzahl; Raimo K R Salokangas; Rachel Upthegrove; Stephen J Wood; Nikolaos Koutsouleris et al.
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Multi-site External Sets Harmonization with M-ComBat: An Application to Functional Connectivity in a Normative Framework

2024 IEEE International Conference on Metrology for eXtended Reality, Artificial Intelligence and Neural Engineering (MetroXRAINE)
2024-10-21 | Conference paper
DOI: 10.1109/metroxraine62247.2024.10796816
Contributors: Inês Won Sampaio; Emma Tassi; Anna M. Bianchi; Stefan Borgwardt; Joseph Kambeitz; Lana Kambeitz-Ilankovic; Eva Meisenzahl; Raimo K. R. Salokangas; Rachel Upthegrove; Stephen J. Wood et al.
Source: Self-asserted source
Inês Sampaio

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

2024-09-07 | Preprint
DOI: 10.1101/2024.09.04.611239
Contributors: Inês Won Sampaio; Emma Tassi; Marcella Bellani; Francesco Benedetti; Igor Nenadic; Mary Phillips; Fabrizio Piras; Lakshmi Yatham; Anna Maria Bianchi; Paolo Brambilla et al.
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Predicting Comatose Patient's Outcome Using Brain Functional Connectivity with a Random Forest Model

2023 Computing in Cardiology Conference (CinC)
2023-11-26 | Conference paper | Methodology
DOI: 10.22489/cinc.2023.372
Part of ISSN: 2325-887X
Contributors: Inês Sampaio; Matteo Leccardi; Cristian Drudi; Jiaying Liu; Francesca Righetti; Anna Maria Bianchi; Riccardo Barbieri; Luca Mainardi; Inês Sampaio
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Inês Sampaio

Comparison of Multi-site Neuroimaging Data Harmonization Techniques for Machine Learning Applications

IEEE EUROCON 2023 - 20th International Conference on Smart Technologies
2023-07-06 | Conference paper | Methodology
DOI: 10.1109/eurocon56442.2023.10198911
Contributors: Inês W. Sampaio; Emma Tassi; Marcella Bellani; Francesco Benedetti; Sara Poletti; Gianfranco Spalletta; Fabrizio Piras; Anna Maria Bianchi; Paolo Brambilla; Eleonora Maggioni et al.
Source: Self-asserted source
Inês Sampaio
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