{"id":2118,"date":"2023-06-15T19:45:04","date_gmt":"2023-06-15T17:45:04","guid":{"rendered":"https:\/\/bodai.unibs.it\/bdsports\/?page_id=2118"},"modified":"2026-04-07T12:29:38","modified_gmt":"2026-04-07T10:29:38","slug":"bds2","status":"publish","type":"page","link":"https:\/\/bodai.unibs.it\/bdsports\/bds2\/","title":{"rendered":"Advanced Basketball Data Science"},"content":{"rendered":"

Advanced Basketball Data Science<\/h1>\n

The book is not published yet. This page is under construction.<\/span>
\n<\/span><\/h1>\n\n\n\n
\"\"<\/a><\/td>\n\n

Codes, data and functions<\/h4>\n

Codes, data and functions for reproducing the case studies presented throughout the book.<\/p>\n

Codes (pdf format)<\/a><\/p>\n

Codes (R format)<\/a><\/p>\n

Data<\/a><\/p>\n

Functions<\/a><\/p>\n

Code tested on both Windows and macOS, using R version 4.5.2 and RStudio version 2025.09.2+418, and on Ubuntu Linux 25.10 (64-bit, kernel 6.17) using R version 4.5.1 and RStudio version 2025.09.2+418.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\n
\n

Table of Contents<\/h4>\n

1<\/span><\/b> Getting Started: Overview and Supporting Materials<\/span><\/p>\n<\/div>\n

\n

I – Analyzing and comparing game splits
\n<\/span><\/b>2<\/span><\/b> Beyond individual skills
\n3<\/b> Drilling down on clutch splits: measuring performance
\nwhen it matters most
\n4<\/b> The race to the finish: exploring the relationship between season
\nsegments and final rankings<\/span><\/p>\n<\/div>\n

\n

II – Decoding motion
\n<\/span><\/b>5<\/span><\/b> Understanding players\u2019 spatial dynamics
\n6<\/b> Athletic motion kinematics analysis
\n7<\/b> Tracking and analyzing ball trajectories<\/span><\/p>\n<\/div>\n

\n

III – Spatial performance analysis
\n<\/span><\/b>8<\/span><\/b> Basketball performance maps based on court segmentation
\n9<\/b> Scoring probability maps via machine learning algorithms<\/span><\/p>\n

\n<\/div>\n

Animated GIFs produced in the book<\/h4>\n

4.2<\/span> Teams\u2019 evolving performance from start to finish<\/span><\/a><\/h5>\n
5.1<\/span>\u00a0Animated plots of the players\u2019 movements on the court<\/span><\/a><\/h5>\n
5.2<\/span>\u00a0Gravity and Distraction<\/span><\/a><\/h5>\n
6.4.1<\/span> Animated pose detection<\/span><\/a><\/h5>\n
6.5.1<\/span> Crossover<\/span><\/a><\/h5>\n
6.5.2<\/span> Shot<\/span><\/a><\/h5>\n
7.1.2<\/span> Ball detection in a video<\/span><\/a><\/h5>\n
\n

Book presentation tour schedule<\/h4>\n

Athens, Greece<\/strong> (4-5 May, 2026 – Athen University of Economics and Business)
\nEvent scheduled at the AUEB Sport Analytics Workshop,<\/a> organised by Ioannis Ntzoufras and Dimitris Karlis<\/p>\n

Madrid, Spain<\/strong> (8 September, 2026 – Sal\u00f3n de Actos, Quintana Aulario \u2013 Centro campus)
\norganised by Isaac Mart\u00edn de Diego and Emilio L\u00f3pez Cano (Rey Juan Carlos University)<\/p>\n

Barcelona, Spain<\/strong> (TBD)
\norganised by Daniel Fern\u00e1ndez Mart\u00ednez, Jordi Cort\u00e9s and Mart\u00ed Casals (Universitat Polit\u00e8cnica de Catalunya)<\/p>\n","protected":false},"excerpt":{"rendered":"

Advanced Basketball Data Science The book is not published yet. This page is under construction. Codes, data and functions Codes, data and functions for reproducing the case studies presented throughout the book. Codes (pdf format) Codes (R format) Data Functions Code tested on both Windows and macOS, using R version 4.5.2 and RStudio version 2025.09.2+418, […]<\/p>\n","protected":false},"author":4,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-2118","page","type-page","status-publish","hentry"],"acf":[],"_links":{"self":[{"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages\/2118","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/comments?post=2118"}],"version-history":[{"count":83,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages\/2118\/revisions"}],"predecessor-version":[{"id":2674,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages\/2118\/revisions\/2674"}],"wp:attachment":[{"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/media?parent=2118"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}