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[{"key": "dc.contributor.advisor", "value": "Meht\u00e4l\u00e4, Saana", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Annamaa, Sini", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2023-12-18T11:04:18Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2023-12-18T11:04:18Z", "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/123456789/92390", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Ohjelmistotestauksen rooli moderneissa organisaatioissa on muutoksessa, ja tehokkaampia ohjelmistotestausmenetelmi\u00e4 etsit\u00e4\u00e4n jatkuvasti. T\u00e4ss\u00e4 kandi-daatintutkielmassa tarkastellaan koneoppimisen integroimista ohjelmistotes-taukseen organisaatioiden kontekstissa. Aihetta on t\u00e4rke\u00e4 tutkia, sill\u00e4 kiinnos-tus teko\u00e4lyteknologioiden, kuten koneoppimisen, hy\u00f6dynt\u00e4miselle on suuressa kasvussa modernissa organisaatiokulttuurissa. On my\u00f6s t\u00e4rke\u00e4\u00e4 lis\u00e4t\u00e4 aihee-seen liittyv\u00e4\u00e4 tiet\u00e4myst\u00e4 tutkimalla koneoppimisen merkityst\u00e4 ohjelmistotes-tauksessa huomioonottamalla organisatoriset n\u00e4k\u00f6kohdat. Tutkielman tavoit-teena on tunnistaa mahdollisuuksia ja haasteita, jotka liittyv\u00e4t koneoppimisen integroimiseen ohjelmistotestaukseen organisaation n\u00e4k\u00f6kulmasta. Tutkielma toteutetaan systemaattisena kirjallisuuskatsauksena. Tutkielmassa k\u00e4yd\u00e4\u00e4n l\u00e4pi koneoppimisen ja ohjelmistotestauksen k\u00e4sitteit\u00e4 sek\u00e4 t\u00e4rkeimpi\u00e4 menetelmi\u00e4 ja strategioita, joita t\u00e4ll\u00e4 hetkell\u00e4 k\u00e4ytet\u00e4\u00e4n sek\u00e4 koneoppimisen ett\u00e4 ohjelmisto-testauksen soveltamiseen. Tutkielman tulokset viittaavat vahvasti siihen, ett\u00e4 koneoppimisen integrointi ohjelmistotestauksessa tuo mukanaan niin hyvi\u00e4 kuin huonoja puolia. Koneoppimisen integrointi mahdollistaa muun muassa testauksen automatisoinnin, tehokkaammat testausprosessit, ja ennakoivan analytiikan hy\u00f6dynt\u00e4misen. Integrointiin liittyy kuitenkin haasteita, kuten tie-don laatu ja m\u00e4\u00e4r\u00e4, tietoturva- ja yksityisyysongelmat, sek\u00e4 eettiset n\u00e4k\u00f6kohdat. Edell\u00e4 mainitut kohdat ovat haastavia, koska koneoppimisen integraatiota ei n\u00e4hd\u00e4 ainoastaan teknisen\u00e4 haasteena, vaan my\u00f6s sek\u00e4 organisaation kulttuu-riin ett\u00e4 toimintatapoihin vaikuttavana haasteena.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Miia Hakanen (mihakane@jyu.fi) on 2023-12-18T11:04:18Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2023-12-18T11:04:18Z (GMT). No. of bitstreams: 0\n Previous issue date: 2023", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "28", "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": "ohjelmistotestaus", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Koneoppimisen merkitys ohjelmistotestaukselle organisaatioissa", "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-202312188385", "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": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "testaus", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "organisaatiot", "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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