| fullrecord |
[{"key": "dc.contributor.advisor", "value": "Makkonen, Pekka", "language": "", "element": "contributor", "qualifier": "advisor", "schema": "dc"}, {"key": "dc.contributor.author", "value": "Korpela, Jari", "language": "", "element": "contributor", "qualifier": "author", "schema": "dc"}, {"key": "dc.date.accessioned", "value": "2019-04-24T08:21:47Z", "language": null, "element": "date", "qualifier": "accessioned", "schema": "dc"}, {"key": "dc.date.available", "value": "2019-04-24T08:21:47Z", "language": null, "element": "date", "qualifier": "available", "schema": "dc"}, {"key": "dc.date.issued", "value": "2019", "language": "", "element": "date", "qualifier": "issued", "schema": "dc"}, {"key": "dc.identifier.uri", "value": "https://jyx.jyu.fi/handle/123456789/63593", "language": null, "element": "identifier", "qualifier": "uri", "schema": "dc"}, {"key": "dc.description.abstract", "value": "T\u00e4m\u00e4 kandidaatintutkielma on kirjallisuuskatsaus, jonka tarkoituksena on selvitt\u00e4\u00e4, miten koneoppimista voitaisiin hy\u00f6dynt\u00e4\u00e4 lentoyhti\u00f6n t\u00e4rkeimmiss\u00e4 toiminnoissa. Tarkoituksena on parantaa tietoj\u00e4rjestelm\u00e4asiantuntijoiden ymm\u00e4rryst\u00e4 lentoyhti\u00f6n toiminnoista ja lentoyhti\u00f6n henkil\u00f6st\u00f6n ymm\u00e4rryst\u00e4 koneoppimisen menetelmist\u00e4 ja toimintaperiaatteista.\nTutkielmassa esitet\u00e4\u00e4n perusteet valituille lentoyhti\u00f6n toiminnoille. K\u00e4sitellyt toiminnot ovat: lentolippujen hinnoittelu, ty\u00f6aikojen suunnittelu, my\u00f6h\u00e4stymisten ennustaminen, lentoturvallisuus ja menetelm\u00e4t sek\u00e4 lent\u00e4misen automaation ratkaisut.\nKoneoppimisen toimintaperiaatteiden vuoksi hy\u00f6dynt\u00e4mist\u00e4 tulisi suunnitella toimintoihin, joissa ei k\u00e4ytet\u00e4 s\u00e4\u00e4nt\u00f6pohjaisia ratkaisuja. Asiantuntijoiden hy\u00f6dynt\u00e4minen ohjatussa oppimisessa ja heid\u00e4n kokemuksensa tietojen esik\u00e4sittelyss\u00e4 pit\u00e4isi hy\u00f6dynt\u00e4\u00e4. Ratkaisuissa tulisi koneoppimisen mahdollisuuksilla tukea tavoiteltuja hy\u00f6tyj\u00e4. My\u00f6h\u00e4stymisten ennustamisessa on saavutettavissa uusia hy\u00f6tyj\u00e4 uusilla menetelmill\u00e4. Lis\u00e4ksi simulaattorikoulutuksen ja lennontaltiointij\u00e4rjestelmien kautta olisi mahdollista saada lentoturvallisuuteen ja lentomenetelmien koulutukseen selvi\u00e4 parannuksia.", "language": "fi", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.abstract", "value": "This bachelor's thesis is a literature review aimed at explaining how machine learning could be utilized in airline key operations. The aim is to improve the awareness of IT systems personnel in airline operations and the understanding of methods and policies of machine learning by airline personnel.\nThe thesis presents the grounds for selected airline operations. These include pricing of flight tickets, planning of working hours, forecasting delays, flight safety and methods, and automation solutions for flying.\nDue to machine learning principles, solutions should be designed for activities that do not use mainly rule-based rules. The use of experts in guided learning and their experience in data preprocessing should be utilized. Solutions should support the potential benefits of machine learning to achieve set aims. New methods of predicting delays can be achieved with machine learning. In addition, it would be possible to obtain clear improvements in flight safety and flight training through simulator training and new air navigation systems.", "language": "en", "element": "description", "qualifier": "abstract", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Submitted by Paivi Vuorio (paelvuor@jyu.fi) on 2019-04-24T08:21:47Z\nNo. of bitstreams: 0", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.description.provenance", "value": "Made available in DSpace on 2019-04-24T08:21:47Z (GMT). No. of bitstreams: 0\n Previous issue date: 2019", "language": "en", "element": "description", "qualifier": "provenance", "schema": "dc"}, {"key": "dc.format.extent", "value": "47", "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.title", "value": "Koneoppimisen hy\u00f6dynt\u00e4minen kaupallisen lentoyhti\u00f6n toiminnoissa", "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-201904242259", "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": "lentoyhti\u00f6t", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "koneoppiminen", "language": null, "element": "subject", "qualifier": "yso", "schema": "dc"}, {"key": "dc.subject.yso", "value": "teko\u00e4ly", "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"}]
|