Big data and tactical analysis in elite soccer: future challenges and opportunities for sports science
Until recently tactical analysis in elite soccer were based on observational data using
variables which discard most contextual information. Analyses of team tactics require …
variables which discard most contextual information. Analyses of team tactics require …
Spatio-temporal analysis of team sports
J Gudmundsson, M Horton - ACM Computing Surveys (CSUR), 2017 - dl.acm.org
Team-based invasion sports such as football, basketball, and hockey are similar in the
sense that the players are able to move freely around the playing area and that player and …
sense that the players are able to move freely around the playing area and that player and …
Current approaches to tactical performance analyses in soccer using position data
D Memmert, KAPM Lemmink, J Sampaio - Sports medicine, 2017 - Springer
Tactical match performance depends on the quality of actions of individual players or teams
in space and time during match-play in order to be successful. Technological innovations …
in space and time during match-play in order to be successful. Technological innovations …
A public data set of spatio-temporal match events in soccer competitions
Soccer analytics is attracting increasing interest in academia and industry, thanks to the
availability of sensing technologies that provide high-fidelity data streams for every match …
availability of sensing technologies that provide high-fidelity data streams for every match …
Unlocking the potential of big data to support tactical performance analysis in professional soccer: A systematic review
FR Goes, LA Meerhoff, MJO Bueno… - European Journal of …, 2021 - Taylor & Francis
In professional soccer, increasing amounts of data are collected that harness great potential
when it comes to analysing tactical behaviour. Unlocking this potential is difficult as big data …
when it comes to analysing tactical behaviour. Unlocking this potential is difficult as big data …
A survey of content-aware video analysis for sports
HC Shih - IEEE Transactions on circuits and systems for video …, 2017 - ieeexplore.ieee.org
Sports data analysis is becoming increasingly large scale, diversified, and shared, but
difficulty persists in rapidly accessing the most crucial information. Previous surveys have …
difficulty persists in rapidly accessing the most crucial information. Previous surveys have …
A survey on video action recognition in sports: Datasets, methods and applications
To understand human behaviors, action recognition based on videos is a common
approach. Compared with image-based action recognition, videos provide much more …
approach. Compared with image-based action recognition, videos provide much more …
PlayeRank: data-driven performance evaluation and player ranking in soccer via a machine learning approach
The problem of evaluating the performance of soccer players is attracting the interest of
many companies and the scientific community, thanks to the availability of massive data …
many companies and the scientific community, thanks to the availability of massive data …
Machine learning in men's professional football: Current applications and future directions for improving attacking play
M Herold, F Goes, S Nopp, P Bauer… - … Journal of Sports …, 2019 - journals.sagepub.com
It is common practice amongst coaches and analysts to search for key performance
indicators related to attacking play in football. Match analysis in professional football has …
indicators related to attacking play in football. Match analysis in professional football has …
Data-driven detection of counterpressing in professional football: a supervised machine learning task based on synchronized positional and event data with expert …
P Bauer, G Anzer - Data Mining and Knowledge Discovery, 2021 - Springer
Detecting counterpressing is an important task for any professional match-analyst in football
(soccer), but is being done exclusively manually by observing video footage. The purpose of …
(soccer), but is being done exclusively manually by observing video footage. The purpose of …