ML-AIM Machine Learning and Artificial Intelligence for Medicine

Research Laboratory led by Prof. Mihaela van der Schaar

    Automated ML

  1. A. M. Alaa, M. van der Schaar, "Validating Causal Inference Models via Influence Functions," International Conference on Machine Learning (ICML), 2019.
  2. A. M. Alaa, T. Bolton, E. Di Angelantonio, J. H. F. Rudd, M. van der Schaar, "Cardiovascular Disease Risk Prediction using Automated Machine Learning: A Prospective Study of 423,604 UK Biobank Participants," PloS One, 2019.
  3. C. Lee, W. R. Zame, A. M. Alaa, M. van der Schaar, "Temporal Quilting for Survival Analysis," International Conference on Artificial Intelligence and Statistics (AISTATS), 2019. [Link] [Supplementary Materials]
  4. A. M. Alaa, M. van der Schaar, "Prognostication and Risk Factors for Cystic Fibrosis via Automated Machine Learning," Scientific Reports, 2018. [Link]
  5. A. M. Alaa, M. van der Schaar, "AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning," ICML, 2018. [Link] [Webpage]