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[{"key": "dc.contributor.advisor", "value": "Nyblom, Jukka", "language": null, "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Paajanen, Teemu", "language": null, "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2017-06-12T15:02:00Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2017-06-12T15:02:00Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2017", "language": null, "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.other", "value": "oai:jykdok.linneanet.fi:1703523", "language": null, "element": "identifier", "qualifier": "other", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/54427", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Kun vastemuuttuja on luokiteltu ja siin\u00e4 on enemm\u00e4n kuin kaksi luokkaa, niin mallinnusta voidaan tehd\u00e4 multinomiaalisen logistisen regression avulla. T\u00e4m\u00e4n alaluokka on nominaalinen logistinen regressio ja sit\u00e4 k\u00e4ytet\u00e4\u00e4n, kun vasteen luokkia ei saada perustellusti yhteen tiettyyn j\u00e4rjestykseen. Siin\u00e4 yksi vasteen luokka valitaan referenssiluokaksi, johon muita vasteen luokkia verrataan. Parametrit estimoidaan suurimman uskottavuuden menetelm\u00e4ll\u00e4. Malleja vertaillaan uskottavuusosam\u00e4\u00e4r\u00e4testin ja AIC:n avulla. Mallin sopivuutta aineistoon tarkastellaan Pearsonin j\u00e4\u00e4nn\u00f6ksill\u00e4.\n\nNominaalista logistista regressiota sovelletaan Elinkeinoel\u00e4m\u00e4n valtuuskunnan (EVA) vuoden 2014 kansalliseen asennetutkimukseen. Tarkasteltavat v\u00e4itt\u00e4m\u00e4t koskevat Ven\u00e4j\u00e4\u00e4, NATOa, USA:ta ja EU:ta. Jokaisen v\u00e4itt\u00e4m\u00e4n kohdalla malliin valikoituu prediktoreiden sukupuoli, ik\u00e4luokka ja puoluekanta p\u00e4\u00e4vaikutukset. P\u00e4\u00e4vaikutusten kertoimien tulkinta tapahtuu niin, ett\u00e4 vertaillaan tarkasteltavan prediktorin suhteen erilaisia, mutta muiden prediktoreiden suhteen samanlaisia henkil\u00f6it\u00e4.\n\nNaiset ovat suhtautuneet kaikkiin nelj\u00e4\u00e4n v\u00e4itt\u00e4m\u00e4\u00e4n kielteisemmin kuin my\u00f6nteisemmin verrattuna miehiin. Tosin EU-v\u00e4itt\u00e4m\u00e4n kohdalla ero ei ole merkitsev\u00e4. Naiset ovat my\u00f6s vastanneet kaikkiin nelj\u00e4\u00e4n v\u00e4itt\u00e4m\u00e4\u00e4n todenn\u00e4k\u00f6isemmin \u201cvaikea sanoa\u201d kuin ett\u00e4 olisivat olleet jotain mielt\u00e4 verrattuna miehiin. Ik\u00e4luokista nuorin ik\u00e4luokka on ollut keskim\u00e4\u00e4rin negatiivisempi kuin positiivisempi verrattuna vanhimpaan ik\u00e4luokkaan kaikkissa nelj\u00e4ss\u00e4 v\u00e4itt\u00e4m\u00e4ss\u00e4 (USA-v\u00e4itt\u00e4m\u00e4ss\u00e4 ero ei ole merkitsev\u00e4).\n\nVen\u00e4j\u00e4-v\u00e4itt\u00e4m\u00e4ss\u00e4 perussuomalaisten kannattajat ovat olleet keskim\u00e4\u00e4rin negatiivisia kuin positiivisia verrattuna keskustan, kokoomuksen ja SDP:n kannattajiin. SDP:n \u00e4\u00e4nest\u00e4j\u00e4t ovat olleet todenn\u00e4k\u00f6isemmin my\u00f6nteisempi\u00e4 kuin kielteisi\u00e4 verrattuna kristillisdemokraattien, perussuomalaisten, RKP:n, vasemmistoliiton ja vihreiden \u00e4\u00e4nest\u00e4jiin. NATO- ja USA-v\u00e4itt\u00e4miss\u00e4 kokoomuksen kannattajat ovat olleet todenn\u00e4k\u00f6isimmin my\u00f6nteisin ryhm\u00e4 ja vasemmistoliiton kannattajat kielteisin ryhm\u00e4. Kokoomuksen kannattajat ovat olleet todenn\u00e4k\u00f6isimmin my\u00f6nteisi\u00e4 my\u00f6s EU-v\u00e4itt\u00e4m\u00e4ss\u00e4, mutta todenn\u00e4k\u00f6isimmin kielteisimm\u00e4t kannattajat ovat olleet perussuomalaisilla. Ei-\u00e4\u00e4nest\u00e4neet ovat vastanneet kaikkiin nelj\u00e4\u00e4n v\u00e4itt\u00e4m\u00e4\u00e4n todenn\u00e4k\u00f6isemmin \u201cvaikea sanoa\u201d kuin monien puolueiden kannattajat.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted using Plone Publishing form by Teemu Paajanen (tejupaaj) on 2017-06-12 15:02:00.044925. Form: Pro gradu -lomake (https://kirjasto.jyu.fi/julkaisut/julkaisulomakkeet/pro-gradu-lomake). JyX data: [jyx_publishing-allowed (fi) =True]", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by jyx lomake-julkaisija (jyx-julkaisija.group@korppi.jyu.fi) on 2017-06-12T15:02:00Z\nNo. of bitstreams: 2\nURN:NBN:fi:jyu-201706122810.pdf: 436219 bytes, checksum: 3402ad115ced08af2af317aa57346359 (MD5)\nlicense.html: 4854 bytes, checksum: 60ba1d1abeb110cab02645c8b54d4cce (MD5)", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2017-06-12T15:02:00Z (GMT). No. of bitstreams: 2\nURN:NBN:fi:jyu-201706122810.pdf: 436219 bytes, checksum: 3402ad115ced08af2af317aa57346359 (MD5)\nlicense.html: 4854 bytes, checksum: 60ba1d1abeb110cab02645c8b54d4cce (MD5)\n Previous issue date: 2017", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "1 verkkoaineisto (55 sivua)", "language": null, "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": "multinomiaalinen logistinen regressio", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "nominaalinen logistinen regressio", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "multinomijakauma", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.subject.other", "value": "suurimman uskottavuuden estimointi", "language": null, "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Multinomiaalisen logistisen regression sovellus vuoden 2014 EVAn kansalliseen asennetutkimukseen", "language": null, "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-201706122810", "language": null, "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": "Matemaattis-luonnontieteellinen tiedekunta", "language": "fi", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.faculty", "value": "Faculty of Sciences", "language": "en", "element": "contributor", "qualifier": "faculty", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Matematiikan ja tilastotieteen laitos", "language": "fi", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.department", "value": "Department of Mathematics and Statistics", "language": "en", "element": "contributor", "qualifier": "department", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "University of Jyv\u00e4skyl\u00e4", "language": "en", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.contributor.organization", "value": "Jyv\u00e4skyl\u00e4n yliopisto", "language": "fi", "element": "contributor", "qualifier": "organization", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Tilastotiede", "language": "fi", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.subject.discipline", "value": "Statistics", "language": "en", "element": "subject", "qualifier": "discipline", "schema": "dc"}, {"key": "dc.date.updated", "value": "2017-06-12T15:02:00Z", "language": null, "element": "date", "qualifier": "updated", "schema": "dc"}, {"key": "yvv.contractresearch.funding", "value": "0", "language": null, "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": "fi", "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": "4043", "language": null, "element": "subject", "qualifier": "oppiainekoodi", "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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