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07/17/2021
BEDS-Bench: Behavior of EHR-models under Distributional Shift–A Benchmark
Machine learning has recently demonstrated impressive progress in predic...
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10/09/2020
Short-Term Solar Irradiance Forecasting Using Calibrated Probabilistic Models
Advancing probabilistic solar forecasting methods is essential to suppor...
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10/08/2019
NGBoost: Natural Gradient Boosting for Probabilistic Prediction
We present Natural Gradient Boosting (NGBoost), an algorithm which bring...
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12/02/2018
Predicting Inpatient Discharge Prioritization With Electronic Health Records
Identifying patients who will be discharged within 24 hours can improve ...
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06/21/2018
Countdown Regression: Sharp and Calibrated Survival Predictions
Personalized probabilistic forecasts of time to event (such as mortality...
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11/17/2017
Improving Palliative Care with Deep Learning
Improving the quality of end-of-life care for hospitalized patients is a...
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03/31/2016