Ontology highlight
ABSTRACT:
SUBMITTER: Roebber PJ
PROVIDER: S-EPMC9173601 | biostudies-literature | 2022
REPOSITORIES: biostudies-literature
Roebber Paul J PJ Burlingame Bryan M BM deWinter Anthony A
PloS one 20220607 6
Using United States National Football League play-by-play data for the 2002-2012 seasons, we train a neural network to predict win probability, based on measures of the game state. This predictor's performance is comparable to the point spread at the start of the game and improves thereafter with little bias. We define a measure of success as the change in a team's win probability over the course of a possession, and show that streaks in this measure are highly unlikely to be random. Further, th ...[more]