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20242026
most citedMultimodal Prescriptive Deep Learning

1 citations · 1 across the 7 of their papers we have counts for

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cs.LG2025

An Interpretable AI Tool for SAVR vs TAVR in Low to Intermediate Risk Patients with Severe Aortic Stenosis

Vasiliki Stoumpou, Maciej Tysarowski, Talhat Azemi +4

Background. Treatment selection for low to intermediate risk patients with severe aortic stenosis between surgical (SAVR) and transcatheter (TAVR) aortic valve replacement remains…

cs.CV2025

Detection and Localization of Subdural Hematoma Using Deep Learning on Computed Tomography

Vasiliki Stoumpou, Rohan Kumar, Bernard Burman +3

Background. Subdural hematoma (SDH) is a common neurosurgical emergency, with increasing incidence in aging populations. Rapid and accurate identification is essential to guide tim…

cs.LG2025

Towards Optimal Valve Prescription for Transcatheter Aortic Valve Replacement (TAVR) Surgery: A Machine Learning Approach

Phevos Paschalidis, Vasiliki Stoumpou, Lisa Everest +11

Transcatheter Aortic Valve Replacement (TAVR) has emerged as a minimally invasive treatment option for patients with severe aortic stenosis, a life-threatening cardiovascular condi…

cs.AI2025

Holistic Artificial Intelligence in Medicine; improved performance and explainability

Periklis Petridis, Georgios Margaritis, Vasiliki Stoumpou +1

With the increasing interest in deploying Artificial Intelligence in medicine, we previously introduced HAIM (Holistic AI in Medicine), a framework that fuses multimodal data to so…

cs.LG2025★ 1 cited

Multimodal Prescriptive Deep Learning

Dimitris Bertsimas, Lisa Everest, Vasiliki Stoumpou

We introduce a multimodal deep learning framework, Prescriptive Neural Networks (PNNs), that combines ideas from optimization and machine learning, and is, to the best of our knowl…