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Two Birds with One Network: Unifying Failure Event Prediction and Time-to-failure Modeling
One of the key challenges in predictive maintenance is to predict the im...
12/18/2018 ∙ by Karan Aggarwal, et al. ∙
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Sequential Patient Recruitment and Allocation for Adaptive Clinical Trials
Randomized Controlled Trials (RCTs) are the gold standard for comparing ...
10/05/2018 ∙ by Onur Atan, et al. ∙
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Learning Optimal Policies from Observational Data
Choosing optimal (or at least better) policies is an important problem i...
02/23/2018 ∙ by Onur Atan, et al. ∙
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Constructing Effective Personalized Policies Using Counterfactual Inference from Biased Data Sets with Many Features
This paper proposes a novel approach for constructing effective personal...
12/23/2016 ∙ by Onur Atan, et al. ∙
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Data-Driven Online Decision Making with Costly Information Acquisition
In most real-world settings such as recommender systems, finance, and he...
02/11/2016 ∙ by Onur Atan, et al. ∙
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