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09/01/2023
Learning Risk Preferences in Markov Decision Processes: an Application to the Fourth Down Decision in Football
For decades, National Football League (NFL) coaches' observed fourth dow...
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08/15/2023
AutoLTS: Automating Cycling Stress Assessment via Contrastive Learning and Spatial Post-processing
Cycling stress assessment, which quantifies cyclists' perceived stress i...
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09/20/2022
A Machine Learning Approach to Solving Large Bilevel and Stochastic Programs: Application to Cycling Network Design
We present a novel machine learning-based approach to solving bilevel pr...
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04/02/2022
Equity, diversity, and inclusion in sports analytics
This paper presents a landmark study of equity, diversity and inclusion ...
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10/04/2021
A Markov process approach to untangling intention versus execution in tennis
Value functions are used in sports applications to determine the optimal...
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05/15/2020
Machine Learning as a Catalyst for Value-Based Health Care
In this manuscript, we present an argument that machine learning, a subf...
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10/31/2019
The importance of evaluating the complete automated knowledge-based planning pipeline
We determine how prediction methods combine with optimization methods in...
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06/06/2019
An Inverse Optimization Approach to Measuring Clinical Pathway Concordance
Clinical pathways outline standardized processes in the delivery of care...
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07/17/2018
Automated Treatment Planning in Radiation Therapy using Generative Adversarial Networks
Knowledge-based planning (KBP) is an automated approach to radiation the...
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05/23/2018