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04/10/2019
Active Learning for Decision-Making from Imbalanced Observational Data
Machine learning can help personalized decision support by learning mode...
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01/02/2019
Can You Trust This Prediction? Auditing Pointwise Reliability After Learning
To use machine learning in high stakes applications (e.g. medicine), we ...
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01/02/2019
Auditing Pointwise Reliability Subsequent to Training
To use machine learning in high stakes applications (e.g. medicine), we ...
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12/11/2018
Learning Predictive Models That Transport
Classical supervised learning produces unreliable models when training a...
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11/17/2018
Machine Learning for Health (ML4H) Workshop at NeurIPS 2018
This volume represents the accepted submissions from the Machine Learnin...
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10/06/2018
Discretizing Logged Interaction Data Biases Learning for Decision-Making
Time series data that are not measured at regular intervals are commonly...
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06/01/2018
Opportunities in Machine Learning for Healthcare
Healthcare is a natural arena for the application of machine learning, e...
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03/30/2017
Reliable Decision Support using Counterfactual Models
Making a good decision involves considering the likely outcomes under ea...
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06/29/2016
Disease Trajectory Maps
Medical researchers are coming to appreciate that many diseases are in f...
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01/18/2016