03662nam 22006615 450 991044724350332120251113203836.03-030-64912-110.1007/978-3-030-64912-8(CKB)4100000011645248(DE-He213)978-3-030-64912-8(MiAaPQ)EBC6423162(PPN)252515544(EXLCZ)99410000001164524820201209d2020 u| 0engurnn|008mamaatxtrdacontentcrdamediacrrdacarrierMachine Learning and Data Mining for Sports Analytics 7th International Workshop, MLSA 2020, Co-located with ECML/PKDD 2020, Ghent, Belgium, September 14–18, 2020, Proceedings /edited by Ulf Brefeld, Jesse Davis, Jan Van Haaren, Albrecht Zimmermann1st ed. 2020.Cham :Springer International Publishing :Imprint: Springer,2020.1 online resource (X, 141 p. 6 illus.) Communications in Computer and Information Science,1865-0937 ;13243-030-64911-3 Routine Inspection: A playbook for corner kicks -- How data availability aects the ability to learngood xG models -- Low-cost optical tracking of soccer players -- An Autoencoder Based Approach to SimulateSports Games -- Physical performance optimization in football -- Predicting Player Trajectoriesin Shot Situations in Soccer -- Stats Aren't Everything: Learning Strengths andWeaknesses of Cricket Players -- Prediction of tiers in the rankingof ice hockey players -- A Machine Learning Approach for Road CyclingRace Performance Prediction -- Mining Marathon Training Data to GenerateUseful User Proles -- Learning from partially labeled sequences forbehavioral signal annotation.This book constitutes the refereed post-conference proceedings of the 7th International Workshop on Machine Learning and Data Mining for Sports Analytics, MLSA 2020, colocated with ECML/PKDD 2020, in Ghent, Belgium, in September 2020. Due to the COVID-19 pandemic the conference was held online. The 11 papers presented were carefully reviewed and selected from 22 submissions. The papers present a variety of topics within the area of sports analytics, including tactical analysis, outcome predictions, data acquisition, performance optimization, and player evaluation.Communications in Computer and Information Science,1865-0937 ;1324Artificial intelligenceComputer engineeringComputer networksEducationData processingSocial sciencesData processingArtificial IntelligenceComputer Engineering and NetworksComputers and EducationComputer Application in Social and Behavioral SciencesComputer Communication NetworksArtificial intelligence.Computer engineering.Computer networks.EducationData processing.Social sciencesData processing.Artificial Intelligence.Computer Engineering and Networks.Computers and Education.Computer Application in Social and Behavioral Sciences.Computer Communication Networks.006.31Brefeld UlfMiAaPQMiAaPQMiAaPQBOOK9910447243503321Machine learning and data mining for sports analytics1949689UNINA