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Data-driven approaches for soccer match analysis: an e-Science perspective

Grant number: 19/17729-0
Support Opportunities:Regular Research Grants
Duration: March 01, 2020 - February 29, 2024
Field of knowledge:Physical Sciences and Mathematics - Computer Science - Computing Methodologies and Techniques
Convênio/Acordo: DFG
Principal Investigator:Paulo Roberto Pereira Santiago
Grantee:Paulo Roberto Pereira Santiago
Host Institution: Escola de Educação Física e Esporte de Ribeirão Preto (EEFERP). Universidade de São Paulo (USP). Ribeirão Preto , SP, Brazil
Associated researchers:Allan da Silva Pinto ; Bruno Luiz de Souza Bedo ; Felipe Arruda Moura ; Jerusa Petróvna Resende Lara ; Ricardo da Silva Torres ; Rodrigo Leal de Queiroz Thomaz de Aquino ; Sergio Augusto Cunha ; Ulisses Martins Dias
Associated scholarship(s):21/00050-4 - Data-driven approaches for soccer match analysis: an e-science perspective, BP.TT


Huge volumes of Complex Data time series have been generated in various sport-related applications. These data require the definition of effective and efficient services for appropriate data storage, retrieval, and analysis. The term Complex Data refers to the universe of potentially non-structured, multimodal data, and therefore covers a wide variety of data types such as text, sound, image, video, graphs or positional information. Therefore, the present research proposal addresses research issues related to the specification and implementation of appropriate systems to handle large-scale Complex Data time series collections using an e-Science perspective. We expect to benefit from recent advances in state of the art on sport analysis and computer. In particular, concerning feature extraction, machine learning, and data fusion making use of data sets from sport science applications related to soccer match analysis. (AU)

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Scientific publications (13)
(References retrieved automatically from Web of Science and SciELO through information on FAPESP grants and their corresponding numbers as mentioned in the publications by the authors)
PALUCCI VIEIRA, LUIZ H.; SANTINELLI, FELIPE B.; CARLING, CHRISTOPHER; KELLIS, ELEFTHERIOS; SANTIAGO, PAULO R. P.; BARBIERI, FABIO A.. Acute Effects of Warm-Up, Exercise and Recovery-Related Strategies on Assessments of Soccer Kicking Performance: A Critical and Systematic Review. SPORTS MEDICINE, v. 51, n. 4, . (18/02965-7, 19/17729-0, 19/22262-3)
GARCIA, GABRIEL RODRIGUES; GONCALVES, LUIZ GUILHERME C.; CLEMENTE, FILIPE MANUEL; NAKAMURA, FABIO YUZO; NOBARI, HADI; SOUZA BEDO, BRUNO LUIZ; AZEVEDO, ANGELO MELIM; GUERRA JR, MAURO ANTONIO; AQUINO, RODRIGO. ffects of congested fixture and matches' participation on internal and external workload indices in professional soccer player. SCIENTIFIC REPORTS, v. 12, n. 1, . (19/17729-0)
OLIVEIRA, L. P.; SANTIAGO, P. R. P.; MANECHINI, J. P. V.; VIEIRA, L. H. P.; AQUINO, R.; FILHO, C. A. KALVA; ANDRADE, V. L.; PUGGINA, E. F.. Different stretching methods do not affect maximal force and neuromuscular response in young soccer players. SCIENCE & SPORTS, v. 38, n. 5-6, p. 9-pg., . (14/16164-5, 19/17729-0)
MARTINS MONTEIRO, RAFAEL LUIZ; SOUZA BEDO, BRUNO LUIZ; MARTINS MONTEIRO, PEDRO HENRIQUE; PINTO DE ANDRADE, FELIPE DOS SANTOS; MOURA, FELIPE ARRUDA; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA SILVA; MEMMERT, DANIEL; PEREIRA SANTIAGO, PAULO ROBERTO. Penalty feet positioning rule modification and laterality effect on soccer goalkeepers' diving kinematics. SCIENTIFIC REPORTS, v. 12, n. 1, p. 9-pg., . (21/00050-4, 20/14845-6, 19/17729-0, 19/16253-1, 19/22262-3, 20/11946-6)
STIVAL, LEANDRO; PINTO, ALLAN; PINTO DE ANDRADE, FELIPE DOS SANTOS; SANTIAGO, PAULO ROBERTO PEREIRA; BIERMANN, HENRIK; TORRES, RICARDO DA SILVA; DIAS, ULISSES. Using machine learning pipeline to predict entry into the attack zone in football. PLoS One, v. 18, n. 1, p. 24-pg., . (19/17729-0)
BARBON JUNIOR, SYLVIO; PINTO, ALLAN; BARROSO, JOAO VITOR; CAETANO, FABIO GIULIANO; MOURA, FELIPE ARRUDA; CUNHA, SERGIO AUGUSTO; TORRES, RICARDO DA SILVA. port action mining: Dribbling recognition in socce. MULTIMEDIA TOOLS AND APPLICATIONS, v. 81, n. 3, . (18/19007-9, 19/17729-0, 19/16253-1, 16/50250-1, 17/20945-0, 19/22262-3)
BINI, RODRIGO RICO; SERRANCOLI, GIL; PEREIRA SANTIAGO, PAULO ROBERTO; PINTO, ALLAN; MOURA, FELIPE. Validity of Neural Networks to Determine Body Position on the Bicycle. RESEARCH QUARTERLY FOR EXERCISE AND SPORT, v. N/A, p. 8-pg., . (19/17729-0)
BINI, RODRIGO RICO; SERRANCOLI, GIL; SANTIAGO, PAULO ROBERTO PEREIRA; PINTO, ALLAN; MOURA, FELIPE. Criterion validity of neural networks to assess lower limb motion during cycling. JOURNAL OF SPORTS SCIENCES, v. 41, n. 1, p. 9-pg., . (19/17729-0)
CORDOVA, MANUEL; PINTO, ALLAN; HELLEVIK, CHRISTINA CARROZZO; ALALIYAT, SALEH ABDEL-AFOU; HAMEED, IBRAHIM A.; PEDRINI, HELIO; TORRES, RICARDO DA S.. itter Detection with Deep Learning: A Comparative Stud. ENSOR, v. 22, n. 2, . (15/24494-8, 19/17729-0, 19/16253-1, 14/12236-1, 16/50250-1, 17/20945-0, 19/22262-3)
SEGUNDO, MAURICIO PAMPLONA; PINTO, ALLAN; MINETTO, RODRIGO; TORRES, RICARDO DA SILVA; SARKAR, SUDEEP. Measuring Economic Activity From Space: A Case Study Using Flying Airplanes and COVID-19. IEEE JOURNAL OF SELECTED TOPICS IN APPLIED EARTH OBSERVATIONS AND REMOTE SENSING, v. 14, p. 7213-7224, . (19/22262-3, 16/50250-1, 14/12236-1, 15/24494-8, 19/16253-1, 19/17729-0)
FADEL, SAMUEL G.; MAIR, SEBASTIAN; DA SILVA TORRES, RICARDO; BREFELD, ULF. Contextual movement models based on normalizing flows. AStA-Advances in Statistical Analysis, . (17/24005-2, 16/50250-1, 15/24494-8, 17/20945-0, 18/19350-5, 19/17729-0)
CORDOVA, MANUEL; PINTO, ALLAN; PEDRINI, HELIO; TORRES, RICARDO DA SILVA. Pelee-Text plus plus : A Tiny Neural Network for Scene Text Detection. IEEE ACCESS, v. 8, p. 223172-223188, . (17/20945-0, 19/17729-0, 16/50250-1, 19/22262-3, 19/16253-1, 14/12236-1, 15/24494-8)
HUNTER, ANDREW H.; SMITH, NICHOLAS M. A.; CAMATA, THIAGO, V; CROWTHER, MATHEW S.; MATHER, ANDREW; MOURA, FELIPE A.; SANTIAGO, PAULO ROBERTO PEREIRA; WILSON, ROBBIE S.. Are soccer players born later in the year more technically skilled than those born earlier in the year. INTERNATIONAL JOURNAL OF SPORTS SCIENCE & COACHING, v. N/A, p. 10-pg., . (19/17729-0)

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