| fullrecord |
[{"key": "dc.contributor.advisor", "value": "Riekkinen, Janne", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "H\u00e4rm\u00e4, Leevi", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2023-06-27T09:33:58Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2023-06-27T09:33:58Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2023", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/88088", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Urheiluotteluihin liittyv\u00e4n tiedon m\u00e4\u00e4r\u00e4 on kasvanut nopeaa vauhtia teknologian avulla. T\u00e4m\u00e4 on mahdollistanut suurien tietom\u00e4\u00e4rien k\u00e4sittelyyn sopivien teko\u00e4lymallien soveltamisen urheiluotteluiden tulosten ennustamiseen. Alalla k\u00e4ytet\u00e4\u00e4n p\u00e4\u00e4asiallisesti perinteisi\u00e4 tilastotieteisiin perustuvia keinoja, mutta teko\u00e4lyn hy\u00f6dynt\u00e4mismahdollisuuksista tehd\u00e4\u00e4n aktiivista tutkimusta. T\u00e4ss\u00e4 tutkielmassa tarkasteltiin teko\u00e4lyn hy\u00f6dynt\u00e4mismahdollisuuksia urheilutulosten ennustamiseksi. Tutkielmassa rajattiin l\u00e4hemp\u00e4\u00e4n tarkasteluun kolme teko\u00e4lymallia. N\u00e4m\u00e4 teko\u00e4lymallit olivat perinteiset neuroverkot, satunnaismets\u00e4t ja konvoluutioneuroverkot. Tutkielma toteutettiin kirjallisuuskatsauksena hy\u00f6dynt\u00e4en alalla aikaisemmin tehtyj\u00e4 tapaustutkimuksia, joissa sovellettiin erilaisia teko\u00e4lymalleja urheilutulosten ennustamiseksi. Tutkielman tarkoituksena oli selvitt\u00e4\u00e4, kuinka hyvin teko\u00e4lymallit sopivat urheilutulosten ennustamiseen. Asiaa arvioitiin tarkastelemalla teko\u00e4lymallien toimintaperiaatteita sek\u00e4 tapaustutkimuksissa saavutettuja ennustustarkkuuksia. Tutkielman perusteella teko\u00e4lymallit soveltuvat eritt\u00e4in hyvin urheiluotteluiden ennustamiseen, koska varsinkin joukkuelajeissa huomioonotettavia muuttujia on hyvin paljon. Teko\u00e4lymallien ennustustarkkuuksissa ei havaittu merkitt\u00e4vi\u00e4 eroja, mutta opetukseen vaadittavien resurssien m\u00e4\u00e4riss\u00e4 oli eroja. Konvoluutioneuroverkot pystyiv\u00e4t itse suorittamaan sy\u00f6temuuttujien valintaa. T\u00e4m\u00e4 on merkitt\u00e4v\u00e4\u00e4, koska tutkielman perusteella sy\u00f6temuuttujien valinta on yksi t\u00e4rkeimmist\u00e4 asioista tarkkojen ennustuksien saavuttamiseksi. Tutkielman perusteella teko\u00e4lymallien tuomat hy\u00f6dyt keskittyv\u00e4tkin toimintojen automatisointiin, mik\u00e4 voi alentaa k\u00e4ytt\u00e4jilt\u00e4 vaadittuja tietotaitoja urheilutulosten ennustamiseksi.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Miia Hakanen (mihakane@jyu.fi) on 2023-06-27T09:33:58Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2023-06-27T09:33:58Z (GMT). No. of bitstreams: 0\n Previous issue date: 2023", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "25", "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.subject.other", "value": "satunnaismets\u00e4", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Teko\u00e4lyn hy\u00f6dynt\u00e4minen urheilutulosten ennustamisessa", "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-202306274151", "language": "", "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": "Tietoj\u00e4rjestelm\u00e4tiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Information Systems Science", "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": "601", "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": "neuroverkot", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "urheilutulokset", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "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"}]
|