A proof-of-concept study for the prediction of the de-novo atherosclerotic plaque development using finite elements*. - Antonis I. Sakellarios; Panagiota Tsompou; Vassiliki Kigka; Gianna E. Karanasiou; Konstantina Tsarapatsani; Savvas K. Kyriakidis; Georgia S. Karanasiou; Panagiotis K. Siogkas; Sotiris Nikopoulos; Silvia Rocchiccioli; Gualtiero Pelosi; Lampros K. Michalis; et al. (EMBC, 2021)

Machine Learning Models to Predict Myocardial Infarction Within 10-Years Follow-up of Cardiovascular Disease Progression. - Konstantina Tsarapatsani; Antonis I. Sakellarios; Vasileios C. Pezoulas; Vasilis D. Tsakanikas; George K. Matsopoulos; Winfried März; Marcus E. Kleber; Dimitrios I. Fotiadis (BHI, 2022)

Machine Learning Models for Cardiovascular Disease Events Prediction. - Konstantina Tsarapatsani; Antonis I. Sakellarios; Vasileios C. Pezoulas; Vassilis D. Tsakanikas; Marcus E. Kleber; Winfried März; Lampros K. Michalis; Dimitrios I. Fotiadis (EMBC, 2022)

Machine Learning Models Predict Fatal Myocardial Infarction Within 10-Years Follow-Up Utilizing Explainable AI. - Konstantina Tsarapatsani; Antonis I. Sakellarios; Vasilis D. Tsakanikas; Marcus E. Kleber; Winfried März; Dimitrios I. Fotiadis (BIBE, 2023)

Machine Learning Models Predict the Need of Amputation and/or Peripheral Artery Revascularization in Hypertensive Patients Within 7-Years Follow-Up. - Konstantina Tsarapatsani; Antonis I. Sakellarios; Vassilis D. Tsakanikas; Hans J. Trampisch; Henrik Rudolf; Nikolaos S. Tachos; Marcus E. Kleber; Winfried März; Dimitrios I. Fotiadis (EMBC, 2023)

Heart Failure: Machine Learning Prediction Within a 5-Year Framework. - Konstantina-Helen Tsarapatsani; Vassilios D. Tsakanikas; Antonis I. Sakellarios; Hans J. Trampisch; Efterpi Karapintzou; Henrik Rudolf; George K. Matsopoulos; Dimitrios I. Fotiadis (BIBE, 2024)