Please use this identifier to cite or link to this item:
https://open.uns.ac.rs/handle/123456789/27379
DC Field | Value | Language |
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dc.contributor.advisor | Ivanović Mirjana | - |
dc.contributor.author | Kurbalija Vladimir | - |
dc.contributor.other | Budimac Zoran | - |
dc.contributor.other | Racković Miloš | - |
dc.contributor.other | Luković Ivan | - |
dc.contributor.other | Ivanović Mirjana | - |
dc.date.accessioned | 2020-12-13T21:52:57Z | - |
dc.date.available | 2020-12-13T21:52:57Z | - |
dc.date.issued | 2009-10-05 | - |
dc.identifier.uri | https://open.uns.ac.rs/handle/123456789/27379 | - |
dc.description.abstract | <p>This thesis describes one promising approach where a problem of time<br />series analysis and prediction was solved by using Case Based Reasoning<br />(CBR) technology. Foundations and main concepts of this technology are<br />described in detail. Furthermore, a detailed study of different approaches in<br />time series analysis is given. System CuBaGe (Curve Base Generator) - A<br />robust and general architecture for curve representation and indexing time<br />series databases, based on Case based reasoning technology, was<br />developed. Also, a corresponding similarity measure was modelled for a<br />given kind of curve representation. The presented architecture may be<br />employed equally well not only in conventional time series (where all<br />values are known), but also in some non-standard time series (sparse,<br />vague, non-equidistant). Dealing with the non-standard time series is the<br />highest advantage of the presented architecture.</p> | en |
dc.description.abstract | <p>U ovoj doktorskoj disertaciji prikazan je interesantan i perspektivan pristup<br />rešavanja problema analize i predviđanja vremenskih serija korišćenjem<br />Case Based Reasoning (CBR) tehnologije. Detaljno su opisane osnove i<br />glavni koncepti ove tehnologije. Takođe, data je komparativna analiza<br />različitih pristupa u analizi vremenskih serija sa posebnim osvrtom na<br />predviđanje. Kao najveći doprinos ove disertacije, prikazan je sistem<br />CuBaGe (Curve Base Generator) u kome je realizovan originalni način<br />reprezentacije vremenskih serija zajedno sa, takođe originalnom,<br />odgovarajućom merom sličnosti. Robusnost i generalnost sistema<br />ilustrovana je realnom primenom u domenu finansijskog predviđanja, gde<br />je pokazano da sistem jednako dobro funkcioniše sa standardnim, ali i sa<br />nekim nestandardnim vremenskim serijama (neodređenim, retkim i<br />neekvidistantnim).</p> | sr |
dc.format.mimetype | application/pdf | - |
dc.language.iso | en | - |
dc.publisher | Univerzitet u Novom Sadu, Prirodno-matematički fakultet u Novom Sadu | sr |
dc.publisher | University of Novi Sad, Faculty of Sciences at Novi Sad | en |
dc.source | CRIS UNS | - |
dc.source.uri | http://cris.uns.ac.rs | - |
dc.subject | Case-Based Reasoning, Time Series Analysis, Time Series Forecasting | en |
dc.subject | Case-Based Reasoning, Analiza vremenskih serija, Predviđanjevremenskih serija | sr |
dc.title | Time series analysis and prediction using case based reasoning technology. Analiza i predviđanja toka vremenskih serija pomoću "case-based reasoning" -tehnologije | en |
dc.title | Analiza i predviđanje toka vremenskih serija pomoću “Case-BasedReasoning” tehnologije. | sr |
dc.type | Thesis | en |
dc.identifier.doi | 10.2298/NS20091005KURBALIJA | - |
dc.identifier.url | https://www.cris.uns.ac.rs/DownloadFileServlet/DisertacijaKurbalija%20Vladimir%20teza.pdf?controlNumber=(BISIS)73287&fileName=Kurbalija%20Vladimir%20teza.pdf&id=621&source=BEOPEN&language=en | en |
dc.identifier.url | https://www.cris.uns.ac.rs/record.jsf?recordId=73287&source=BEOPEN&language=en | en |
dc.identifier.externalcrisreference | (BISIS)73287 | - |
dc.source.institution | Prirodno-matematički fakultet u Novom Sadu | sr |
item.fulltext | No Fulltext | - |
item.grantfulltext | none | - |
crisitem.author.dept | Prirodno-matematički fakultet, Departman za matematiku i informatiku | - |
crisitem.author.orcid | 0000-0002-9599-4495 | - |
crisitem.author.parentorg | Prirodno-matematički fakultet | - |
Appears in Collections: | PMF Teze/Theses |
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