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[{"key": "dc.contributor.advisor", "value": "Rautiainen, Iikka", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Haimi, Jesse", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2025-01-08T09:43:09Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2025-01-08T09:43:09Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2024", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/99259", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Jalkapallo on maailman suosituin urheilulaji, ja sen ennustaminen on her\u00e4tt\u00e4nyt kiinnostusta niin akateemisissa piireiss\u00e4 kuin urheilun ammattilaisissakin. T\u00e4ss\u00e4 tutkielmassa perehdyt\u00e4\u00e4n siihen, kuinka tarkasti jalkapallo-otteluiden lopputuloksia voidaan ennustaa teko\u00e4lyn ja sen osa-alueen koneoppimisen menetelmi\u00e4 hy\u00f6dynt\u00e4m\u00e4ll\u00e4. Tutkielma k\u00e4sittelee my\u00f6s mitk\u00e4 tekij\u00e4t vaikuttavat lopputuloksiin eniten. Kandidaatintutkielman tulokset osoittavat, ett\u00e4 moderneilla koneoppimismalleilla pystyt\u00e4\u00e4n melko hyvin ennustamaan otteluiden lopputuloksia, mutta ei kuitenkaan t\u00e4ydellisesti. Tarkempien ennusteiden saavuttamiseksi tarvitaan entist\u00e4 suurempia ja tarkempia aineistoja, sek\u00e4 kehittyneempi\u00e4 algoritmeja ja koneoppimismalleja, jotka pystyv\u00e4t k\u00e4sittelem\u00e4\u00e4n paremmin k\u00e4ytettyj\u00e4 aineistoja. Kyseisien rajoituksien ehk\u00e4iseminen tapahtuu teknologian kehityksen my\u00f6t\u00e4, joten tulevaisuudessa pit\u00e4isi olla mahdollista ennustaa lopputulos entist\u00e4 tarkemmin.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Football is the world\u2019s most popular sport, and predicting its outcomes has gained interest in both academic and professional circles. This Bachelor\u2019s thesis explores how accurately the outcomes of football matches can be predicted using methods of artificial intelligence (AI) and AI\u2019s subdivision machine-learning. The thesis also examines which factors\nhave the most impact on these outcomes. The thesis concludes that with modern machine learning models we can fairly well predict match outcomes, but not perfectly. To achieve more accurate predictions, we need larger and more precise datasets, as well as more ad- vanced algorithms and machine learning models that can handle the used data better. These limitations will hopefully be fixed with constant development of technology, so in the future wanted outcomes can be predicted more accurately.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2025-01-08T09:43:09Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2025-01-08T09:43:09Z (GMT). No. of bitstreams: 0\n Previous issue date: 2024", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "20", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.language.iso", "value": "fin", "language": null, "element": "language", "qualifier": "iso", "schema": "dc"}, {"key": "dc.rights", "value": "In Copyright", "language": "en", "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.title", "value": "Jalkapallo-otteluiden lopputuloksien ennustaminen teko\u00e4lyn ja koneoppimisen avulla", "language": "", "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "bachelor thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202501081035", "language": null, "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Bachelor's thesis", "language": "en", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Kandidaatinty\u00f6", "language": "fi", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Informaatioteknologian tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Information Technology", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Informaatioteknologia", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Information Technology", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tietotekniikka", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Mathematical Information Technology", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "yvv.contractresearch.funding", "value": "0", "language": "", "element": "contractresearch", "qualifier": "funding", "schema": "yvv"}, {"key": "dc.type.coar", "value": "http://purl.org/coar/resource_type/c_7a1f", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.accesslevel", "value": "openAccess", "language": null, "element": "rights", "qualifier": "accesslevel", "schema": "dc"}, {"key": "dc.type.publication", "value": "bachelorThesis", "language": null, "element": "type", "qualifier": "publication", "schema": "dc"}, {"key": "dc.subject.oppiainekoodi", "value": "602", "language": "", "element": "subject", "qualifier": "oppiainekoodi", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "algoritmit", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "jalkapallo", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "ennusteet", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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