Clinica Decision Support Systems


Principal Investigator

Students

Collaborators

Publications

  • A. M. Alaa, M. van der Schaar, "AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning," Submitted, 2018. [Link]

  • J. Yoon, W. R. Zame, A. Banerjee, M. Cadeiras, A. Alaa, M. van der Schaar, "Personalized survival predictions via Trees of Predictors: An application to cardiac transplantation," accepted and appear to PloS One, 2018. [Link] [Calculator Link]

  • J. Yoon, W. R. Zame, M. van der Schaar, "ToPs: Ensemble Learning with Trees of Predictors," accepted and appear to IEEE Transactions on Signal Processing (TSP), 2018. [Link]

  • A. Banerjee, J. Yoon, W. R. Zame, M. Cadeiras, A. M. Alaa, M. van der Schaar, "Personalized Risk Prediction using Predictive Pursuit Machine Learning: A Pilot Study in Cardiac Transplantation," European Society of Cardiology Congress, 2017.- Selected as Best Posters in Advanced Heart Failure.

  • J. Yoon, W. R. Zame, A. Banerjee, M. Cadeiras, A. M. Alaa, M. van der Schaar, "Personalized Risk Prediction using Predictive Pursuit Machine Learning: A Pilot Study in Cardiac Transplantation," Evidence Live Conference, 2017. [Link]

  • J. Yoon, A. M. Alaa, M. Cadeiras, M. van der Schaar, "Personalized Donor-Recipient Matching for Organ Transplantation," AAAI, 2017. [Link] [Poster]

  • A. Alaa, K. H. Moon, W. Hsu and M. van der Schaar, "ConfidentCare: A Clinical Decision Support System for Personalized Breast Cancer Screening," accepted and to appear in IEEE Transactions on Multimedia - Special Issue on Multimedia-based Healthcare, 2016. [Link]

  • C. Tekin, J. Yoon, M. van der Schaar, "Adaptive ensemble learning with confidence bounds for personalized diagnosis," accepted and to appear in AAAI Workshop on Expanding the Boundaries of Health Informatics using AI (HIAI'16):Making Proactive, Personalized, and Participatory Medicine A Reality, 2016. [Link]

  • J. Yoon, C. Davtyan, M. van der Schaar, "Discovery and Clinical Decision Support for Personalized Healthcare," accepted and to appear in IEEE J. Biomedical and Health Informatics, 2016. [Link]

  • L. Song, W. Hsu, J. Xu and M. van der Schaar, "Using contextual learning to improve diagnostic accuracy: application in breast cancer screening," IEEE J. Biomedical and Health Informatics, vol. PP, no. 99, 2015. [Link]

  • C. Tekin, O. Atan and M. van der Schaar, "Discover the Expert: Context-Adaptive Expert Selection for Medical Diagnosis," IEEE Transactions on Emerging Topics in Computing, vol. 3, no. 2, pp. 220 - 234, 2015. [Link]

  • M. Wolf, M. van der Schaar, H. Kim and J. Xu, "Analysis and Decision-Making in Caring Environments for Adults with Special Needs Adults," IEEE Design & Test, Special Issue on Cyber-Physical systems for Medical Applications, vol. 32, no. 5, Oct. 2015. [Link]