Big data and tactical analysis in elite soccer: future challenges and opportunities for sports science
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Title
Big data and tactical analysis in elite soccer: future challenges and opportunities for sports science
Authors
Keywords
Big data, Sports performance, Sports analytics, Machine learning, Simulation, Spatiotemporal data, Neural networks, Deep learning, Quantified self
Journal
SpringerPlus
Volume 5, Issue 1, Pages -
Publisher
Springer Nature
Online
2016-08-24
DOI
10.1186/s40064-016-3108-2
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Note: Only part of the references are listed.- Towards a Grand Unified Theory of sports performance
- (2017) Paul S. Glazier HUMAN MOVEMENT SCIENCE
- Timescales for exploratory tactical behaviour in football small-sided games
- (2016) Angel Ric et al. JOURNAL OF SPORTS SCIENCES
- Attacking and defensive styles of play in soccer: analysis of Spanish and English elite teams
- (2016) Javier Fernandez-Navarro et al. JOURNAL OF SPORTS SCIENCES
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- (2016) Carlos Humberto Almeida et al. JOURNAL OF SPORTS SCIENCES
- Effects of emphasising opposition and cooperation on collective movement behaviour during football small-sided games
- (2016) B. Gonçalves et al. JOURNAL OF SPORTS SCIENCES
- GPS and Injury Prevention in Professional Soccer
- (2016) Fabian E. Ehrmann et al. JOURNAL OF STRENGTH AND CONDITIONING RESEARCH
- Google AI algorithm masters ancient game of Go
- (2016) Elizabeth Gibney NATURE
- Integrating big data and actionable health coaching to optimize wellness
- (2015) Leroy Hood et al. BMC Medicine
- Big Data: the challenge for small research groups in the era of cancer genomics
- (2015) Aisyah Mohd Noor et al. BRITISH JOURNAL OF CANCER
- Team activity recognition in Association Football using a Bag-of-Words-based method
- (2015) Raúl Montoliu et al. HUMAN MOVEMENT SCIENCE
- The older, the wider: On-field tactical behavior of elite-standard youth soccer players in small-sided games
- (2015) Sigrid B.H. Olthof et al. HUMAN MOVEMENT SCIENCE
- Evolution of match performance parameters for various playing positions in the English Premier League
- (2015) Michael Bush et al. HUMAN MOVEMENT SCIENCE
- Match statistics related to winning in the group stage of 2014 Brazil FIFA World Cup
- (2015) Hongyou Liu et al. JOURNAL OF SPORTS SCIENCES
- Footballers’ movement behaviour during 2-, 3-, 4- and 5-a-side small-sided games
- (2015) Marco Aguiar et al. JOURNAL OF SPORTS SCIENCES
- The effects of ball possession status on physical and technical indicators during the 2014 FIFA World Cup Finals
- (2015) Gustavo Ribeiro da Mota et al. JOURNAL OF SPORTS SCIENCES
- Big Biomedical data as the key resource for discovery science
- (2015) Arthur W Toga et al. JOURNAL OF THE AMERICAN MEDICAL INFORMATICS ASSOCIATION
- Spatio-temporal convolution kernels
- (2015) Konstantin Knauf et al. MACHINE LEARNING
- Deep learning
- (2015) Yann LeCun et al. NATURE
- Machine learning: Trends, perspectives, and prospects
- (2015) M. I. Jordan et al. SCIENCE
- ‘Cloud computing’ and clinical trials: report from an ECRIN workshop
- (2015) Christian Ohmann et al. Trials
- Next generation informatics for big data in precision medicine era
- (2015) Yuji Zhang et al. BioData Mining
- Toward a Literature-Driven Definition of Big Data in Healthcare
- (2015) Emilie Baro et al. Biomed Research International
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- (2014) Geoff Appelboom et al. CURRENT MEDICAL RESEARCH AND OPINION
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- (2014) Matthias Kempe et al. European Journal of Sport Science
- Acceleration and sprint profiles of a professional elite football team in match play
- (2014) Jørgen Ingebrigtsen et al. European Journal of Sport Science
- Quantified self and human movement: A review on the clinical impact of wearable sensing and feedback for gait analysis and intervention
- (2014) Pete B. Shull et al. GAIT & POSTURE
- Protecting privacy in a clinical data warehouse
- (2014) Guilan Kong et al. Health Informatics Journal
- Evolution of football match analysis research
- (2014) Aaron J. Coutts JOURNAL OF SPORTS SCIENCES
- Defensive transition in soccer – are prompt possession regains a measure of success? A quantitative analysis of German Fußball-Bundesliga 2010/2011
- (2014) Martin Vogelbein et al. JOURNAL OF SPORTS SCIENCES
- Match analysis in football: a systematic review
- (2014) Hugo Sarmento et al. JOURNAL OF SPORTS SCIENCES
- Integrating different tracking systems in football: multiple camera semi-automatic system, local position measurement and GPS technologies
- (2014) Martin Buchheit et al. JOURNAL OF SPORTS SCIENCES
- Computer science: The learning machines
- (2014) Nicola Jones NATURE
- Numerical Relations and Skill Level Constrain Co-Adaptive Behaviors of Agents in Sports Teams
- (2014) Pedro Silva et al. PLoS One
- Dynamic Systems Theory and Team Sport Coaching
- (2014) Jean-Francis Gréhaigne et al. QUEST
- Evaluation of Research Using Computerised Tracking Systems (Amisco® and Prozone®) to Analyse Physical Performance in Elite Soccer: A Systematic Review
- (2014) Julen Castellano et al. SPORTS MEDICINE
- Dissemination of scientific software with Galaxy ToolShed
- (2014) Daniel Blankenberg et al. GENOME BIOLOGY
- Big Data Deep Learning: Challenges and Perspectives
- (2014) Xue-Wen Chen et al. IEEE Access
- Big data in biomedicine
- (2013) Fabricio F. Costa DRUG DISCOVERY TODAY
- Competing together: Assessing the dynamics of team–team and player–team synchrony in professional association football
- (2013) Ricardo Duarte et al. HUMAN MOVEMENT SCIENCE
- Learning to Track and Identify Players from Broadcast Sports Videos
- (2013) Wei-Lwun Lu et al. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE
- Effects of pacing, status and unbalance in time motion variables, heart rate and tactical behaviour when playing 5-a-side football small-sided games
- (2013) Jaime E. Sampaio et al. JOURNAL OF SCIENCE AND MEDICINE IN SPORT
- A spectral analysis of team dynamics and tactics in Brazilian football
- (2013) Felipe Arruda Moura et al. JOURNAL OF SPORTS SCIENCES
- Effect of player position on movement behaviour, physical and physiological performances during an 11-a-side football game
- (2013) Bruno V. Gonçalves et al. JOURNAL OF SPORTS SCIENCES
- Comment on ‘Performance analysis in football: A critical review and implications for future research’
- (2013) Christopher Carling et al. JOURNAL OF SPORTS SCIENCES
- Size matters: Pitch dimensions constrain interactive team behaviour in soccer
- (2013) Wouter Frencken et al. Journal of Systems Science & Complexity
- The big challenges of big data
- (2013) Vivien Marx NATURE
- Model-based machine learning
- (2013) C. M. Bishop PHILOSOPHICAL TRANSACTIONS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES
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- (2012) Hugo Folgado et al. European Journal of Sport Science
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- (2012) Ricardo Duarte et al. HUMAN MOVEMENT SCIENCE
- Spatial dynamics of team sports exposed by Voronoi diagrams
- (2012) Sofia Fonseca et al. HUMAN MOVEMENT SCIENCE
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- (2012) J. Sampaio et al. INTERNATIONAL JOURNAL OF SPORTS MEDICINE
- Variability of inter-team distances associated with match events in elite-standard soccer
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- Designing small-sided games for training tactical aspects in soccer: Extrapolating pitch sizes from full-size professional matches
- (2012) Luis Fradua et al. JOURNAL OF SPORTS SCIENCES
- Performance analysis in football: A critical review and implications for future research
- (2012) Rob Mackenzie et al. JOURNAL OF SPORTS SCIENCES
- Sports Teams as Superorganisms
- (2012) Ricardo Duarte et al. SPORTS MEDICINE
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- (2011) Christopher Carling European Journal of Sport Science
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- Quantitative analysis of Brazilian football players' organisation on the pitch
- (2011) Felipe Arruda Moura et al. Sports Biomechanics
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- (2011) Aviroop Dutt-Mazumder et al. SPORTS MEDICINE
- Machine Learning in Medicine: A Primer for Physicians
- (2010) Akbar K Waljee et al. AMERICAN JOURNAL OF GASTROENTEROLOGY
- Measuring the effectiveness of offensive match-play in professional soccer
- (2010) Albin Tenga et al. European Journal of Sport Science
- Networks as a novel tool for studying team ball sports as complex social systems
- (2010) P. Passos et al. JOURNAL OF SCIENCE AND MEDICINE IN SPORT
- Effect of playing tactics on achieving score-box possessions in a random series of team possessions from Norwegian professional soccer matches
- (2010) Albin Tenga et al. JOURNAL OF SPORTS SCIENCES
- A review of vision-based systems for soccer video analysis
- (2010) T. D’Orazio et al. PATTERN RECOGNITION
- Positioning and deciding: key factors for talent development in soccer
- (2010) R. Kannekens et al. SCANDINAVIAN JOURNAL OF MEDICINE & SCIENCE IN SPORTS
- Accessible Reproducible Research
- (2010) J. P. Mesirov SCIENCE
- Galaxy: a comprehensive approach for supporting accessible, reproducible, and transparent computational research in the life sciences
- (2010) Jeremy Goecks et al. GENOME BIOLOGY
- The influence of match location, quality of opposition, and match status on possession strategies in professional association football
- (2009) Carlos Lago JOURNAL OF SPORTS SCIENCES
- Analysis and simulation of creativity learning by means of artificial neural networks
- (2008) Daniel Memmert et al. HUMAN MOVEMENT SCIENCE
- Twenty-five years of sport performance research in theJournal of Sports Sciences
- (2008) Alan Nevill et al. JOURNAL OF SPORTS SCIENCES
- How do your data grow?
- (2008) Clifford Lynch NATURE
- The Role of Motion Analysis in Elite Soccer
- (2008) Christopher Carling et al. SPORTS MEDICINE
- A Review of Vision-Based Motion Analysis in Sport
- (2008) Sian Barris et al. SPORTS MEDICINE
- Mathematical Analysis of a Soccer Game. Part I: Individual and Collective Behaviors
- (2008) Zengyuan Yue et al. STUDIES IN APPLIED MATHEMATICS
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