2 papers
cs.LG2026
MultiSigBERT: Beyond Survival Analysis through Multimodal and Sequential Modeling in Oncology
Paul Minchella, Stéphane Chrétien, Guillaume Metzler +2
Machine learning has become an essential component of modern healthcare, where the integration of heterogeneous data sources offers unprecedented opportunities to improve clinical…
cs.CL2025
SigBERT: Combining Narrative Medical Reports and Rough Path Signature Theory for Survival Risk Estimation in Oncology
Paul Minchella, Loïc Verlingue, Stéphane Chrétien +2
Electronic medical reports (EHR) contain a vast amount of information that can be leveraged for machine learning applications in healthcare. However, existing survival analysis met…