Learning risk preferences in Markov decision processes: an application to the fourth down decision in the national football league

DOI10.1214/24-AOAS1933MaRDI QIDQ6665507

Lucas Wu, Timothy C. Y. Chan, Nathan Sandholtz, Martin L. Puterman

Publication date: 17 January 2025

Published in: The Annals of Applied Statistics (Search for Journal in Brave)

zbMATH Keywords

sportdecision analysisquantile functioninverse optimizationMDP

Mathematics Subject Classification ID

Applications of statistics (62Pxx)

Cites Work

• Title not available (Why is that?)
• Mean, variance and probabilistic criteria in finite Markov decision processes: A review
• Markov decision processes with a new optimality criterion: Discrete time
• Error Detecting and Error Correcting Codes
• The variance of discounted Markov decision processes
• Points Gained in Football: Using Markov Process-Based Value Functions to Assess Team Performance
• Quantile Markov Decision Processes
• Shape constrained additive models
• Inverse Bayesian optimization: learning human acquisition functions in an exploration vs exploitation search task

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