{"id":"https://openalex.org/W1808946831","doi":"https://doi.org/10.3390/ijgi4042159","title":"Visual Soccer Analytics: Understanding the Characteristics of Collective Team Movement Based on Feature-Driven Analysis and Abstraction","display_name":"Visual Soccer Analytics: Understanding the Characteristics of Collective Team Movement Based on Feature-Driven Analysis and Abstraction","publication_year":2015,"publication_date":"2015-10-20","ids":{"openalex":"https://openalex.org/W1808946831","doi":"https://doi.org/10.3390/ijgi4042159","mag":"1808946831"},"language":"en","primary_location":{"id":"doi:10.3390/ijgi4042159","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi4042159","pdf_url":null,"source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.3390/ijgi4042159","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5001617768","display_name":"Manuel Stein","orcid":"https://orcid.org/0000-0002-7198-1438"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Manuel Stein","raw_affiliation_strings":["Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Johannes H\u00e4u\u00dfler","orcid":null},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Johannes H\u00e4u\u00dfler","raw_affiliation_strings":["Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079507712","display_name":"Dominik J\u00e4ckle","orcid":"https://orcid.org/0000-0002-4018-4460"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Dominik J\u00e4ckle","raw_affiliation_strings":["Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071723951","display_name":"Halld\u00f3r Janetzko","orcid":"https://orcid.org/0000-0002-0038-5292"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Halld\u00f3r Janetzko","raw_affiliation_strings":["Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany","institution_ids":["https://openalex.org/I189712700"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016219620","display_name":"Tobias Schreck","orcid":"https://orcid.org/0000-0003-0778-8665"},"institutions":[{"id":"https://openalex.org/I4092182","display_name":"Graz University of Technology","ror":"https://ror.org/00d7xrm67","country_code":"AT","type":"education","lineage":["https://openalex.org/I4092182"]}],"countries":["AT"],"is_corresponding":false,"raw_author_name":"Tobias Schreck","raw_affiliation_strings":["Institute for Computer Graphics and Knowledge Visualization, Graz University of Technology, Graz 8010, Austria"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute for Computer Graphics and Knowledge Visualization, Graz University of Technology, Graz 8010, Austria","institution_ids":["https://openalex.org/I4092182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5073919282","display_name":"Daniel A. Keim","orcid":"https://orcid.org/0000-0001-7966-9740"},"institutions":[{"id":"https://openalex.org/I189712700","display_name":"University of Konstanz","ror":"https://ror.org/0546hnb39","country_code":"DE","type":"education","lineage":["https://openalex.org/I189712700"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Daniel Keim","raw_affiliation_strings":["Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer and Information Science, University of Konstanz, Konstanz 78457, Germany","institution_ids":["https://openalex.org/I189712700"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5001617768"],"corresponding_institution_ids":["https://openalex.org/I189712700"],"apc_list":{"value":1700,"currency":"CHF","value_usd":1893},"apc_paid":{"value":1700,"currency":"CHF","value_usd":1893},"fwci":2.6077,"has_fulltext":false,"cited_by_count":36,"citation_normalized_percentile":{"value":0.91068779,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"4","issue":"4","first_page":"2159","last_page":"2184"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10799","display_name":"Data Visualization and Analytics","score":0.9968000054359436,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12205","display_name":"Time Series Analysis and Forecasting","score":0.9966999888420105,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11439","display_name":"Video Analysis and Summarization","score":0.9922999739646912,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7538480162620544},{"id":"https://openalex.org/keywords/subject-matter-expert","display_name":"Subject-matter expert","score":0.6139609813690186},{"id":"https://openalex.org/keywords/visual-analytics","display_name":"Visual analytics","score":0.6103130578994751},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.5501896142959595},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.5490015149116516},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.5327240228652954},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.5062312483787537},{"id":"https://openalex.org/keywords/data-science","display_name":"Data science","score":0.49657803773880005},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.48823168873786926},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.46607065200805664},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4515582025051117},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.42968058586120605},{"id":"https://openalex.org/keywords/abstraction","display_name":"Abstraction","score":0.4190070629119873},{"id":"https://openalex.org/keywords/analytics","display_name":"Analytics","score":0.41186630725860596},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33993738889694214},{"id":"https://openalex.org/keywords/expert-system","display_name":"Expert system","score":0.12237593531608582}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7538480162620544},{"id":"https://openalex.org/C105002631","wikidata":"https://www.wikidata.org/wiki/Q4833645","display_name":"Subject-matter expert","level":3,"score":0.6139609813690186},{"id":"https://openalex.org/C59732488","wikidata":"https://www.wikidata.org/wiki/Q2528440","display_name":"Visual analytics","level":3,"score":0.6103130578994751},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.5501896142959595},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.5490015149116516},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.5327240228652954},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.5062312483787537},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.49657803773880005},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.48823168873786926},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.46607065200805664},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4515582025051117},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.42968058586120605},{"id":"https://openalex.org/C124304363","wikidata":"https://www.wikidata.org/wiki/Q673661","display_name":"Abstraction","level":2,"score":0.4190070629119873},{"id":"https://openalex.org/C79158427","wikidata":"https://www.wikidata.org/wiki/Q485396","display_name":"Analytics","level":2,"score":0.41186630725860596},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33993738889694214},{"id":"https://openalex.org/C58328972","wikidata":"https://www.wikidata.org/wiki/Q184609","display_name":"Expert system","level":2,"score":0.12237593531608582},{"id":"https://openalex.org/C58640448","wikidata":"https://www.wikidata.org/wiki/Q42515","display_name":"Cartography","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C111472728","wikidata":"https://www.wikidata.org/wiki/Q9471","display_name":"Epistemology","level":1,"score":0.0},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3390/ijgi4042159","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi4042159","pdf_url":null,"source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:21ed8d0cd8e14fe3af6e5003f0635cc4","is_oa":true,"landing_page_url":"https://doaj.org/article/21ed8d0cd8e14fe3af6e5003f0635cc4","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information, Vol 4, Iss 4, Pp 2159-2184 (2015)","raw_type":"article"},{"id":"pmh:oai:kops.uni-konstanz.de:123456789/32476","is_oa":true,"landing_page_url":"http://nbn-resolving.de/urn:nbn:de:bsz:352-0-309987","pdf_url":null,"source":{"id":"https://openalex.org/S4377196311","display_name":"KOPS (University of Konstanz)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I189712700","host_organization_name":"University of Konstanz","host_organization_lineage":["https://openalex.org/I189712700"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:mdpi.com:/2220-9964/4/4/2159/","is_oa":true,"landing_page_url":"http://dx.doi.org/10.3390/ijgi4042159","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/ijgi4042159","is_oa":true,"landing_page_url":"https://doi.org/10.3390/ijgi4042159","pdf_url":null,"source":{"id":"https://openalex.org/S2764431341","display_name":"ISPRS International Journal of Geo-Information","issn_l":"2220-9964","issn":["2220-9964"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ISPRS International Journal of Geo-Information","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1965102791","https://openalex.org/W1981325128","https://openalex.org/W1981832346","https://openalex.org/W1990929809","https://openalex.org/W1998111652","https://openalex.org/W2034694694","https://openalex.org/W2058878000","https://openalex.org/W2077385168","https://openalex.org/W2109463015","https://openalex.org/W2115556748","https://openalex.org/W2126194848","https://openalex.org/W2132631291","https://openalex.org/W2133990480","https://openalex.org/W2142524229","https://openalex.org/W2155941614","https://openalex.org/W2156196376","https://openalex.org/W2161485904","https://openalex.org/W2181817108","https://openalex.org/W2187585245","https://openalex.org/W2525694069","https://openalex.org/W2579555219","https://openalex.org/W2998216295","https://openalex.org/W4210813334","https://openalex.org/W4285719527","https://openalex.org/W6677044721","https://openalex.org/W7066667914"],"related_works":["https://openalex.org/W4367313141","https://openalex.org/W2004086023","https://openalex.org/W2733999579","https://openalex.org/W2110217573","https://openalex.org/W4283374591","https://openalex.org/W2910751785","https://openalex.org/W4390100400","https://openalex.org/W2365527467","https://openalex.org/W4401352344","https://openalex.org/W2186032312"],"abstract_inverted_index":{"With":[0],"recent":[1],"advances":[2],"in":[3,14],"sensor":[4],"technologies,":[5],"large":[6],"amounts":[7],"of":[8,26,87,93,123,130,138],"movement":[9,35,47],"data":[10,36],"have":[11],"become":[12],"available":[13],"many":[15],"application":[16,21],"areas.":[17],"A":[18,151],"novel,":[19],"promising":[20],"is":[22,59,106],"the":[23,52,96,128,136,144,156],"data-driven":[24],"analysis":[25,82,157],"team":[27],"sport.":[28],"Specifically,":[29],"soccer":[30,63,88,115,175],"matches":[31],"comprise":[32],"rich,":[33],"multivariate":[34],"at":[37],"high":[38],"temporal":[39],"and":[40,44,49,69,90,134,181],"geospatial":[41],"resolution.":[42],"Capturing":[43],"analyzing":[45,173],"complex":[46,148],"patterns":[48,72,89],"interdependencies":[50],"between":[51],"players":[53],"with":[54,73,113,191],"respect":[55,74],"to":[56,75,95,126,146],"various":[57],"characteristics":[58],"challenging.":[60],"So":[61],"far,":[62],"experts":[64],"manually":[65],"post-analyze":[66],"game":[67,139,149],"situations":[68,91],"depict":[70],"certain":[71],"their":[76],"experience.":[77],"We":[78,168],"propose":[79],"a":[80,102,114,121,160],"visual":[81],"system":[83,119],"for":[84],"interactive":[85],"identification":[86],"being":[92],"interest":[94],"analyst.":[97],"Our":[98],"approach":[99,171],"builds":[100],"on":[101],"preliminary":[103],"system,":[104],"which":[105],"enhanced":[107],"by":[108,159,172],"semantic":[109],"features":[110,131],"defined":[111],"together":[112],"domain":[116],"expert.":[117],"The":[118,186],"includes":[120,154],"range":[122],"useful":[124],"visualizations":[125],"show":[127],"ranking":[129],"over":[132],"time":[133],"plots":[135],"change":[137],"play":[140],"situations,":[141],"both":[142],"helping":[143],"analyst":[145],"interpret":[147],"situations.":[150],"novel":[152],"workflow":[153],"improving":[155],"process":[158],"learning":[161],"stage,":[162],"taking":[163],"into":[164],"account":[165],"user":[166],"feedback.":[167,185],"evaluate":[169],"our":[170],"real-world":[174],"matches,":[176],"illustrate":[177],"several":[178],"use":[179],"cases":[180],"collect":[182],"additional":[183],"expert":[184],"resulting":[187],"findings":[188],"are":[189],"discussed":[190],"subject":[192],"matter":[193],"experts.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2024,"cited_by_count":3},{"year":2023,"cited_by_count":1},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":9},{"year":2020,"cited_by_count":7},{"year":2019,"cited_by_count":2},{"year":2018,"cited_by_count":4},{"year":2017,"cited_by_count":4},{"year":2016,"cited_by_count":3}],"updated_date":"2026-07-25T15:57:00.446498","created_date":"2025-10-10T00:00:00"}