{"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":"2026-09-25T20:29:33","modified_gmt":"2026-09-25T18:29:33","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\n\n\n
\"\"<\/a><\/td>\n\n

R code, data and functions<\/h4>\n

Supplementary materials for reproducing the case studies presented throughout the book.<\/p>\n

R code, data and functions<\/a><\/p>\n

The zip file contains datasets (Table 1.11), R scripts (Table 1.12), additional functions (Tables 1.13-1.14). An overall overview of\u00a0 supplementary materials is in Table 1.15. See sections 1.2 and 1.3 for details.<\/p>\n

Functions in the file additional_functions.R 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<\/div>\n

Official preview of the book<\/a><\/p>\n

Official Routledge page<\/a><\/p>\n

\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> (5 May, 2026 4:30 p.m. – Athens 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 5:00 p.m. – Sal\u00f3n de Actos, Quintana Aulario \u2013 Laboratorio de Ciencia de Datos<\/a>)
\norganised by Isaac Mart\u00edn de Diego and Emilio L\u00f3pez Cano (Rey Juan Carlos University)<\/p>\n

Barcelona, Spain<\/strong> (9 September, 2026 5:00 p.m. – Sala Assumpci\u00f3, Gran Via de les Corts Catalanes, 585 \u2013 Universitat de Barcelona & Federaci\u00f3 Catalana de Basquetbol<\/a>)
\nOrganised by Daniel Fern\u00e1ndez Mart\u00ednez, Jordi Cort\u00e9s and Mart\u00ed Casals (Universitat Polit\u00e8cnica de Catalunya)<\/p>\n

Valencia, Spain<\/strong> (24 September, 2026 1:00 p.m. – Universitat de Val\u00e8ncia)
\nOrganised by Gabriel Calvo Bayarri \u00a0(Universitat de Val\u00e8ncia)<\/p>\n","protected":false},"excerpt":{"rendered":"

Advanced Basketball Data Science R code, data and functions Supplementary materials for reproducing the case studies presented throughout the book. R code, data and functions The zip file contains datasets (Table 1.11), R scripts (Table 1.12), additional functions (Tables 1.13-1.14). An overall overview of\u00a0 supplementary materials is in Table 1.15. See sections 1.2 and 1.3 […]<\/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":103,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages\/2118\/revisions"}],"predecessor-version":[{"id":2824,"href":"https:\/\/bodai.unibs.it\/bdsports\/wp-json\/wp\/v2\/pages\/2118\/revisions\/2824"}],"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}]}}