Ahmed M. Alaa
TitleCited byYear
Bayesian Inference of Individualized Treatment Effects using Multi-task Gaussian Processes
AM Alaa, M van der Schaar
NIPS 2017, 2017
422017
Deep multi-task gaussian processes for survival analysis with competing risks
AM Alaa, M van der Schaar
Proceedings of the 31st International Conference on Neural Information …, 2017
212017
ConfidentCare: A Clinical Decision Support System for Personalized Breast Cancer Screening
AM Alaa, KH Moon, W Hsu, M van der Schaar
IEEE Transactions on Multimedia, 2016
212016
Personalized Risk Scoring for Critical Care Prognosis using Mixtures of Gaussian Processes
AM Alaa, J Yoon, S Hu, M van der Schaar
IEEE Transactions on Biomedical Engineering, 2016
202016
ForecastICU: A Prognostic Decision Support System for Timely Prediction of Intensive Care Unit Admission
J Yoon, AM Alaa, S Hu, M van der Schaar
ICML 2016, 2016
192016
Learning from Clinical Judgments: Semi-Markov-Modulated Marked Hawkes Processes for Risk Prognosis
AM Alaa, S Hu, M van der Schaar
ICML 2017, 2017
172017
Deep Counterfactual Networks with Propensity-Dropout
AM Alaa, M Weisz, M van der Schaar
ICML 2017 - Workshop on Principled Approaches to Deep Learning, 2017
132017
Personalized Risk Scoring for Critical Care Patients using Mixtures of Gaussian Process Experts
AM Alaa, J Yoon, S Hu, M van der Schaar
ICML 2016 - Workshop on Computational Frameworks for Personalization, 2016
122016
Personalized survival predictions via Trees of Predictors: An application to cardiac transplantation
J Yoon, WR Zame, A Banerjee, M Cadeiras, AM Alaa, M van der Schaar
PloS one 13 (3), e0194985, 2018
112018
Achievable Degrees-of-Freedom of the K-user SISO Interference Channel with Blind Interference Alignment using Staggered Antenna Switching
AM Alaa, MH Ismail
IEEE Transactions on Vehicular Technology, 2014
112014
On the Capacity of the Underwater Acoustic Channel with Dominant Noise Sources
MA Kishk, AM Alaa
IEEE International Symposium on Telecommunication Technologies (ISTT 2014), 2014
112014
Limits of estimating heterogeneous treatment effects: Guidelines for practical algorithm design
A Alaa, M Schaar
International Conference on Machine Learning, 129-138, 2018
102018
Bayesian nonparametric causal inference: Information rates and learning algorithms
AM Alaa, M van der Schaar
IEEE Journal of Selected Topics in Signal Processing, 2017
92017
AutoPrognosis: Automated Clinical Prognostic Modeling via Bayesian Optimization with Structured Kernel Learning
AM Alaa, M van der Schaar
ICML 2018, 2018
82018
A Hidden Absorbing Semi-Markov Model for Informatively Censored Temporal Data: Learning and Inference
AM Alaa, M van der Schaar
Journal of Machine Learning Research, 2016
62016
A Micro-foundation of Social Capital in Evolving Social Networks
AM Alaa, K Ahuja, M van der Schaar
IEEE Transactions on Network Science and Engineering, 2015
62015
Prognostication and risk factors for cystic fibrosis via automated machine learning
AM Alaa, M van der Schaar
Scientific reports 8 (1), 11242, 2018
52018
Personalized Donor-Recipient Matching for Organ Transplantation
J Yoon, AM Alaa, M Cadeiras, M van der Schaar
AAAI 2017, 2017
52017
Balancing Suspense and Surprise: Timely Decision Making with Endogenous Information Acquisition
AM Alaa, M van der Schaar
NIPS 2016, 2016
52016
Forecasting Treatment Responses Over Time Using Recurrent Marginal Structural Networks
B Lim, A Alaa, M van der Schaar
Advances in Neural Information Processing Systems, 7493-7503, 2018
42018
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Articles 1–20