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[{"key": "dc.contributor.advisor", "value": "M\u00e4kinen, Raino", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "M\u00e4kip\u00e4\u00e4, Janika", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2023-05-23T10:40:17Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2023-05-23T10:40:17Z", "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/123456789/87122", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "Teko\u00e4lyn rooli yhteiskunnassamme kasvaa jatkuvasti. Teko\u00e4ly halutaan tuoda osaksi niin ihmisten arkiel\u00e4m\u00e4n askareita kuin osaksi vaativia tietoj\u00e4rjestelmi\u00e4. T\u00e4ss\u00e4 pro gradu -tutkielmassa perehdyt\u00e4\u00e4n vahvistettuun oppimiseen, joka on yksi koneoppimisen suuntaus. Vahvistettu oppiminen perustuu kokemusper\u00e4iseen oppimiseen, jossa agentit tekev\u00e4t ymp\u00e4rist\u00f6ss\u00e4\u00e4n toimintoja, ja saavat palkkioita toiminnon kannattavuuden perusteella. Tutkielman p\u00e4\u00e4m\u00e4\u00e4r\u00e4n\u00e4 on selvitt\u00e4\u00e4, voidaanko kotihoitajien reitinkulkua optimoida vahvistetun oppimisen algoritmeilla. Tutkielmassa toteutettiin tapaustutkimus, jossa mallinnettiin kotihoitajien reitinkulkua potilaskohteisiin kahdella eri tavalla. Kotihoitajien reitinkulkua optimoitiin DQN-, A2C- ja PPO-algoritmien avulla. Lopputulokseksi tapaustutkimuksesta saatiin, ett\u00e4 toinen malleista pystyi oppimaan kotihoitajien reitinkulun optimoinnin. Johtop\u00e4\u00e4t\u00f6ksen\u00e4 voidaan todeta, ett\u00e4 vahvistetun oppimisen algoritmeilla on mahdollista optimoida kotihoitajien reitinkulkua.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "The role of the artificial intelligent is growing every day in our society. We want to bring artificial intelligence into our everyday lives. This master\u2019s thesis investigates reinforcement learning which is an area of machine learning. The idea of reinforcement learning is that agent must learn to perform actions by trial and error. This thesis investigates if it\u2019s possible to optimize home care nurse\u2019s route by reinforcement learning algorithms. This thesis was implemented as case study where the routes of the home care nurses were modeled in two different ways. The algorithms used for route optimizations were DQN, A2C and PPO. The result of the case study was that one of the models was able to learn to optimize the route of the home care nurses. As a conclusion it can be stated that it\u2019s possible to optimize home care nurse\u2019s route by reinforcement learning algorithms.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Miia Hakanen (mihakane@jyu.fi) on 2023-05-23T10:40:17Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2023-05-23T10:40:17Z (GMT). No. of bitstreams: 0\n Previous issue date: 2023", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "63", "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": null, "element": "rights", "qualifier": null, "schema": "dc"}, {"key": "dc.subject.other", "value": "vahvistettu oppiminen", "language": "", "element": "subject", "qualifier": "other", "schema": "dc"}, {"key": "dc.title", "value": "Vahvistettu oppiminen kotihoitajien reittisuunnittelussa", "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-202305233195", "language": "", "element": "identifier", "qualifier": "urn", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Master\u2019s thesis", "language": "en", "element": "type", "qualifier": "ontasot", "schema": "dc"}, {"key": "dc.type.ontasot", "value": "Pro gradu -tutkielma", "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_bdcc", "language": null, "element": "type", "qualifier": "coar", "schema": "dc"}, {"key": "dc.rights.copyright", "value": "\u00a9 The Author(s)", "language": null, "element": "rights", "qualifier": "copyright", "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": "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.rights.url", "value": "https://rightsstatements.org/page/InC/1.0/", "language": null, "element": "rights", "qualifier": "url", "schema": "dc"}]
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