149 citations · 299 across the 5 of their papers we have counts for
3 papers · 1 filter
A Multiresolution Stochastic Process Model for Predicting Basketball Possession Outcomes
Daniel Cervone, Alex D'Amour, Luke Bornn +1
Basketball games evolve continuously in space and time as players constantly interact with their teammates, the opposing team, and the ball. However, current analyses of basketball…
Characterizing the spatial structure of defensive skill in professional basketball
Alexander Franks, Andrew Miller, Luke Bornn +1
Although basketball is a dualistic sport, with all players competing on both offense and defense, almost all of the sport's conventional metrics are designed to summarize offensive…
Factorized Point Process Intensities: A Spatial Analysis of Professional Basketball
Andrew Miller, Luke Bornn, Ryan Adams +1
We develop a machine learning approach to represent and analyze the underlying spatial structure that governs shot selection among professional basketball players in the NBA. Typic…