{"id":"https://openalex.org/W2922295854","doi":"https://doi.org/10.5220/0007307504580465","title":"Can Machine Learning Predict Soccer Match Results?","display_name":"Can Machine Learning Predict Soccer Match Results?","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2922295854","doi":"https://doi.org/10.5220/0007307504580465","mag":"2922295854"},"language":"en","primary_location":{"id":"doi:10.5220/0007307504580465","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007307504580465","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.5220/0007307504580465","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5057264250","display_name":"Giovanni Capobianco","orcid":"https://orcid.org/0000-0002-9888-3627"},"institutions":[{"id":"https://openalex.org/I129627893","display_name":"University of Molise","ror":"https://ror.org/04z08z627","country_code":"IT","type":"education","lineage":["https://openalex.org/I129627893"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Giovanni Capobianco","raw_affiliation_strings":["Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I129627893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018737176","display_name":"Umberto Di Giacomo","orcid":null},"institutions":[{"id":"https://openalex.org/I129627893","display_name":"University of Molise","ror":"https://ror.org/04z08z627","country_code":"IT","type":"education","lineage":["https://openalex.org/I129627893"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Umberto Di Giacomo","raw_affiliation_strings":["Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I129627893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5023695406","display_name":"Francesco Mercaldo","orcid":"https://orcid.org/0000-0002-9425-1657"},"institutions":[{"id":"https://openalex.org/I129627893","display_name":"University of Molise","ror":"https://ror.org/04z08z627","country_code":"IT","type":"education","lineage":["https://openalex.org/I129627893"]},{"id":"https://openalex.org/I4210130157","display_name":"Institute of Informatics and Telematics","ror":"https://ror.org/02gdcn153","country_code":"IT","type":"facility","lineage":["https://openalex.org/I4210130157","https://openalex.org/I4210155236"]},{"id":"https://openalex.org/I4210155236","display_name":"National Research Council","ror":"https://ror.org/04zaypm56","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210155236"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Francesco Mercaldo","raw_affiliation_strings":["Department of Bioscience and Territory, University of Molise, Pesche (IS), Italy, Institute for Informatics and Telematics, National Research Council of Italy (CNR), Pisa and Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioscience and Territory, University of Molise, Pesche (IS), Italy, Institute for Informatics and Telematics, National Research Council of Italy (CNR), Pisa and Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I4210130157","https://openalex.org/I4210155236","https://openalex.org/I129627893"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042772226","display_name":"Vittoria Nardone","orcid":"https://orcid.org/0000-0001-7888-6620"},"institutions":[{"id":"https://openalex.org/I16337185","display_name":"University of Sannio","ror":"https://ror.org/04vc81p87","country_code":"IT","type":"education","lineage":["https://openalex.org/I16337185"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Vittoria Nardone","raw_affiliation_strings":["Department of Engineering, University of Sannio, Benevento and Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Engineering, University of Sannio, Benevento and Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I16337185"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5004599844","display_name":"Antonella Santone","orcid":"https://orcid.org/0000-0002-2634-4456"},"institutions":[{"id":"https://openalex.org/I129627893","display_name":"University of Molise","ror":"https://ror.org/04z08z627","country_code":"IT","type":"education","lineage":["https://openalex.org/I129627893"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Antonella Santone","raw_affiliation_strings":["Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Bioscience and Territory, University of Molise, Pesche (IS) and Italy, --- Select a Country ---","institution_ids":["https://openalex.org/I129627893"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.257,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.91397225,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":null,"issue":null,"first_page":"458","last_page":"465"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11674","display_name":"Sports Analytics and Performance","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10157","display_name":"Sports Performance and Training","score":0.9810000061988831,"subfield":{"id":"https://openalex.org/subfields/2732","display_name":"Orthopedics and Sports Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7476990818977356},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5846378207206726},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5836917161941528}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7476990818977356},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5846378207206726},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5836917161941528}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.5220/0007307504580465","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007307504580465","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.5220/0007307504580465","is_oa":true,"landing_page_url":"https://doi.org/10.5220/0007307504580465","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 11th International Conference on Agents and Artificial Intelligence","raw_type":"proceedings-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W2961085424","https://openalex.org/W4224009465","https://openalex.org/W4286629047","https://openalex.org/W4205958290","https://openalex.org/W3046775127","https://openalex.org/W3170094116","https://openalex.org/W3209574120","https://openalex.org/W3107602296","https://openalex.org/W1470425429","https://openalex.org/W3212493609"],"abstract_inverted_index":{"Sport":[0],"result":[1],"prediction":[2,22,153,165,179],"proposes":[3],"an":[4],"interesting":[5],"challenge":[6],"considering":[7],"as":[8],"popular":[9],"and":[10,18,40,64,108,140,169],"widespread":[11],"are":[12,29,44],"sport":[13],"games,":[14],"for":[15,150],"instance":[16],"tennis":[17],"soccer.":[19],"The":[20,73],"outcome":[21],"is":[23,75,93],"a":[24,30,56,70,114,136,141,156,170],"difficult":[25],"task":[26],"because":[27],"there":[28],"lot":[31],"of":[32,42,85,105,111,116,138,143,158,163,172,177],"factors":[33],"that":[34],"can":[35],"afflict":[36],"the":[37,47,62,83,86,91,103,106,109,121,127,131,151,161,175],"final":[38],"results":[39,104],"most":[41],"them":[43],"related":[45,76],"to":[46,61,65,68,77,101,183],"player":[48],"human":[49],"behaviour.":[50],"In":[51],"this":[52],"paper":[53],"we":[54,134,154],"propose":[55],"new":[57],"feature":[58],"set":[59,74],"(related":[60],"match":[63,92,107,147],"players)":[66],"aimed":[67],"model":[69],"soccer":[71],"match.":[72],"characteristics":[78],"obtainable":[79],"not":[80],"only":[81],"at":[82],"end":[84],"match,":[87],"but":[88],"also":[89],"when":[90],"in":[94,126,145,160,174],"progress.":[95],"We":[96],"consider":[97],"machine":[98],"learning":[99],"techniques":[100],"predict":[102],"number":[110,162,176],"goals,":[112],"evaluating":[113],"dataset":[115],"real-world":[117],"data":[118],"obtained":[119],"from":[120],"Italian":[122],"Serie":[123],"A":[124],"league":[125],"2017-2018":[128],"season.":[129],"Using":[130],"RandomForest":[132],"algorithm":[133],"obtain":[135,155],"precision":[137,157,171],"0.857":[139],"recall":[142],"0.750":[144],"won":[146],"prediction,":[148],"while":[149],"goal":[152,164,178],"0.879":[159],"less":[166],"than":[167],"two,":[168],"0.8":[173],"equal":[180],"or":[181],"greater":[182],"two.":[184]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2},{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":1},{"year":2019,"cited_by_count":1}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}
