Publications

Title Author Year Publication type
Ethnicity and outcomes of COVID-19 patients in England Ahmed Alaa; Zhaozhi Qian; Jem Rashbass; Keith Gomes Pinto; Jonathan Benger; Mihaela van der Schaar 2020 NHS Digital
Opportunities for machine learning to transform care for people with cystic fibrosis Mahed Abroshan; Ahmed Alaa; Oli Rayner; Mihaela van der Schaar 2020 Journal of Cystic Fibrosis
Lifelong Bayesian Optimization Yao Zhang; James Jordon; Ahmed Alaa; Mihaela van der Schaar 2019 Preprint
Validating Causal Inference Models via Influence Functions Ahmed Alaa; Mihaela van der Schaar 2019 ICML
Cardiovascular disease risk prediction using automated machine learning: A prospective study of 423,604 UK Biobank participants Ahmed Alaa; Thomas Bolton; Emanuele Di Angelantonio; James HF Rudd; Mihaela van der Schaar 2019 PLOS ONE
Attentive state-space modeling of disease progression Ahmed Alaa; Mihaela van der Schaar 2019 NeurIPS
Demystifying Black-box Models with Symbolic Metamodels Ahmed Alaa; Mihaela van der Schaar 2019 NeurIPS
Temporal Quilting for Survival Analysis Changhee Lee; William R Zame; Ahmed Alaa; Mihaela van der Schaar 2019 AISTATS
Bayesian Nonparametric Causal Inference: Information Rates and Learning Algorithms Ahmed Alaa; Mihaela van der Schaar 2018 IEEE Journal of Selected Topics in Signal Processing
A Hidden Absorbing Semi-Markov Model for Informatively Censored Temporal Data: Learning and Inference Ahmed Alaa; Mihaela van der Schaar 2018 Journal of Machine Learning Research (JMLR)
Prognostication and risk factors for cystic fibrosis via automated machine learning Ahmed Alaa; Mihaela van der Schaar 2018 Nature Scientific Reports
Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design Ahmed Alaa; Mihaela van der Schaar 2018 ICML
Forecasting Treatment Responses Over Time Using Recurrent Marginal Structural Networks Bryan Lim; Ahmed Alaa; Mihaela van der Schaar 2018 NeurIPS
Personalized survival predictions via Trees of Predictors: An application to cardiac transplantation Jinsung Yoon; William R Zame; Amitava Banerjee; Martin Cadeiras; Ahmed Alaa; Mihaela van der Schaar 2018 PLOS ONE
A Micro-foundation of Social Capital in Evolving Social Networks Ahmed Alaa; Kartik Ahuja; Mihaela van der Schaar 2018 IEEE Transactions on Network Science and Engineering
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning Ahmed Alaa; Mihaela van der Schaar 2018 ICML
Personalized Risk Scoring for Critical Care Prognosis Using Mixtures of Gaussian Processes Ahmed Alaa; Jinsung Yoon; Scott Hu; Mihaela van der Schaar 2018 IEEE Transactions on Biomedical Engineering
Deep multi-task gaussian processes for survival analysis with competing risks Ahmed Alaa; Mihaela van der Schaar 2017 NeurIPS
Personalized Donor-Recipient Matching for Organ Transplantation Jinsung Yoon; Ahmed Alaa; Martin Cadeiras; Mihaela van der Schaar 2017 AAAI
Deep Counterfactual Networks with Propensity-Dropout Ahmed Alaa; Michael Weisz; Mihaela van der Schaar 2017 ICML Workshop on Principled Approaches to Deep Learning
Learning from Clinical Judgments: Semi-Markov-Modulated Marked Hawkes Processes for Risk Prognosis Ahmed Alaa; Scott Hu; Mihaela van der Schaar 2017 ICML
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes Ahmed Alaa; Mihaela van der Schaar 2017 NeurIPS
Balancing Suspense and Surprise: Timely Decision Making with Endogenous Information Acquisition Ahmed Alaa; Mihaela van der Schaar 2016 NeurIPS
A Semi-Markov Switching Linear Gaussian Model for Censored Physiological Data Ahmed Alaa; Jinsung Yoon; Scott Hu; Mihaela van der Schaar 2016 NIPS Workshop on Machine Learning for Health
Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts Ahmed Alaa; Jinsung Yoon; Scott Hu; Mihaela van der Schaar 2016 ICML Workshop on Computational Frameworks for Personalization
ForecastICU: A Prognostic Decision Support System for Timely Prediction of Intensive Care Unit Admission Jinsung Yoon; Ahmed Alaa; Scott Hu; Mihaela van der Schaar 2016 ICML
ConfidentCare: A Clinical Decision Support System for Personalized Breast Cancer Screening Ahmed Alaa; Kyeong H Moon; William Hsu; Mihaela van der Schaar 2016 IEEE Transactions on Multimedia
Self-organizing Networks of Information Gathering Cognitive Agents Ahmed Alaa; Kartik Ahuja; Mihaela van der Schaar 2015 IEEE Transactions on Cognitive Communications and Networking