Stats 50: Mathematics of Sports
Spring 2019
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Description
Staff
Schedule
R
Grade
Homework
Project
Piazza
References
Advice
Previous Projects
Omnisport
Papers
David Frank Percy (2015) "Strategy selection and outcome prediction in sport using dynamic learning for stochastic processes"
Journal of the Operational Research Society
66:11, 1840-1849
Baseball
Books
"The Book: Playing The Percentages In Baseball" by Tango, Lichtman and Dolphin
"Analyzing Baseball Data with R" by Marchi and Albert
"Baseball Between the Numbers" by Baseball Prospectus
Websites
FanGraphs
Baseball Prospectus
Beyond the Box Score
Podcasts
Effectively Wild
FanGraphs Audio
Beyond the Box Score
Events
SABR Analytics Conference
Saberseminar
Baseball Hack Day
Papers
Jensen ST, Shirley KE and Wyner AJ (2009) "Bayesball: A Bayesian hierarchical model for evaluating fielding in Major League Baseball"
The Annals of Applied Statistics
3(2), 491-520
Baumer BS, Jensen ST and Matthews GJ (2015) "openWAR: An open source system for evaluating overall player performance in Major League Baseball"
Journal of Analysis in Sports
11(2), 69-84
Basketball
Books
"Basketball on Paper: Rules and Tools for Performance Analysis" by Dean Oliver
Websites
Association for Professional Basketball Research
Nylon Calculus
Events
UNC Basketball Analytics Summit
Papers
Cervone D, D'Amour A, Bornn L and Goldsberry K (2014) "POINTWISE: Predicting points and valuing decisions in real time with NBA optical tracking data"
Sloan Sports Analytics Conference
8
Franks A, Miller A, Bornn L and Goldsberry K (2015) "Characterizing the spatial structure of defensive skill in professional basketball"
The Annals of Applied Statistics
9(1), 94-121
Sailofsky, Daniel (2018) "Drafting Errors and Decision Making Theory in the NBA Draft"
Master of Arts Thesis
Brock University
Github repositories
2016 NBA raw SportVU game logs
Scraping NBA Player Tracking Data in R (and Python)
Scraping NBA data from ESPN
BallR: Interactive NBA Shot Charts with R and Shiny
Football
Data
2013-2018 NFL play-by-play data
2002-2012 NFL play-by-play data
Websites
Advanced Football Analytics
Code and Football
Podcasts
Advanced Football Analytics
Papers
Romer D (2006) "Do firms maximize? Evidence from professional football"
Journal of Political Economy
114(2), 340-365
Github repositories
API to retrieve and read NFL Game Center JSON data
A library to manage and update NFL data in a relational database
Soccer
Data
Football-Data.co.uk
(game-by-game results)
Websites
Analytics FC
StatsBomb
American Soccer Analysis
Podcasts
Analytics FC
StatsBomb
American Soccer Analysis