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[{"key": "dc.contributor.advisor", "value": "Lehto, Martti", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.advisor", "value": "\u00c4yr\u00e4m\u00f6, Sami", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Luukkanen, Topi", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2020-11-24T10:40:23Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2020-11-24T10:40:23Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2020", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/72768", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "T\u00e4m\u00e4 Pro Gradu -tutkielma k\u00e4sittelee v\u00e4ltt\u00e4misk\u00e4ytt\u00e4ytymist\u00e4 koneoppimismallien kehitysteht\u00e4viss\u00e4. Tavoitteena oli kasvattaa ymm\u00e4rryst\u00e4 suorituskykykriittisiss\u00e4 ty\u00f6ymp\u00e4rist\u00f6iss\u00e4 ty\u00f6skentelevien k\u00e4ytt\u00e4jien v\u00e4ltt\u00e4mismotivaatioon vaikuttavista tekij\u00f6ist\u00e4 Teknologiauhkien v\u00e4ltt\u00e4misen teorian avulla. T\u00e4m\u00e4 tutkielma vaikuttaa olevan teorian ensimm\u00e4inen koneoppimisen kontekstiin sijoittuva tutkimus, ja my\u00f6s ensimm\u00e4inen, joka pyrkii mallintamaan k\u00e4ytetyn teorian muuttujia formatiivisesti. Empiirinen tutkimus toteutettiin strukturoidun kyselytutkimuksen avulla, johon vastasi 16 koneoppimismalleja ty\u00f6kseen kehitt\u00e4v\u00e4\u00e4 k\u00e4ytt\u00e4j\u00e4\u00e4, ja ker\u00e4tty aineisto analysoitiin kvantitatiivisin menetelmin. Varsinaiseen tutkimuskysymykseen tutkielma ei kyennyt tuottamaan luotettavaa vastausta, mutta teorian ja koneoppimisen tutkimuksen kehityksen kannalta tutkielma tuotti huomionarvoisia tutkimustuloksia. Indikaattorien formatiivinen mallinnustapa mahdollistaa muuttujan konseptuaalisen kent\u00e4n kuvaamisen kattavasti, mik\u00e4 on t\u00e4rke\u00e4\u00e4, kun muuttuja toimii osana v\u00e4ltt\u00e4misk\u00e4ytt\u00e4ytymisen kaltaista kompleksista prosessia. Ollessaan aihepiirins\u00e4 ensimm\u00e4inen tutkimus, t\u00e4m\u00e4 tutkielma toimii my\u00f6s l\u00e4ht\u00f6pisteen\u00e4 k\u00e4ytt\u00e4j\u00e4l\u00e4ht\u00f6isen koneoppimisen tutkimukselle sek\u00e4 esitt\u00e4\u00e4 Teknologiauhkien v\u00e4ltt\u00e4misen teorialle uuden formatiivista mallinnustapaa hy\u00f6dynt\u00e4v\u00e4n tutkimushaaran.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "This Master\u2019s Thesis studies user avoidance behavior in the context of Machine Learning model development. The goal was to increase understanding about the factors affecting avoidance motivation of users working in performance critical environments with the help of Technology Threat Avoidance Theory. This thesis appears to be the first research of the theory to attempt modeling the latent factors formatively. Empirical research was conducted as a structured questionnaire, to which 16 answers were collected from users developing Machine Learning models as a part of their work. The data collected was analyzed with quantitative methods. The thesis failed to provide an answer to the initial research question, but from the perspective of the theory and Machine Learning research, meaningful findings were produced. Formative variable modelling approach allows the latent variable\u2019s conceptual domain to be covered comprehensively, which is important, when the variables of interest act as a part of a complex process such as user avoidance behavior. Being the first study of its kind, this thesis offers a starting point to user-focused Machine Learning research and presents the Technology Threat Avoidance Theory a new branch that utilizes formative modelling approach.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2020-11-24T10:40:23Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2020-11-24T10:40:23Z (GMT). No. of bitstreams: 0\n Previous issue date: 2020", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "69", "language": "", "element": "format", "qualifier": "extent", "schema": "dc"}, {"key": "dc.format.mimetype", "value": "application/pdf", "language": null, "element": "format", "qualifier": "mimetype", "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": "formatiivinen mallintaminen", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "TTAT", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "v\u00e4ltt\u00e4misk\u00e4ytt\u00e4ytyminen", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "V\u00e4ltt\u00e4misk\u00e4ytt\u00e4ytyminen koneoppimismallien kehitt\u00e4misess\u00e4", "language": "", "element": "title", "qualifier": null, "schema": "dc"}, {"key": "dc.type", "value": "master thesis", "language": null, "element": "type", "qualifier": null, "schema": "dc"}, {"key": "dc.identifier.urn", "value": "URN:NBN:fi:jyu-202011246734", "language": "", "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Pro gradu -tutkielma", "language": "fi", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Master\u2019s thesis", "language": "en", "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_bdcc", "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": "masterThesis", "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.format.content", "value": "fulltext", "language": null, "element": "format", "qualifier": "content", "schema": "dc"}, {"key": "dc.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}, {"key": "dc.type.okm", "value": "G2", "language": null, "element": "type", "qualifier": "okm", "schema": "dc"}]
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