hkr.sePublikasjoner
Endre søk
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf
Investigation of Event-Prediction in Time-Series Data: How to organize and process time-series data for event prediction?
Högskolan Kristianstad, Fakulteten för naturvetenskap.
2019 (engelsk)Independent thesis Basic level (degree of Bachelor), 10 poäng / 15 hpOppgave
Abstract [en]

The thesis determines the type of deep learning algorithms to compare for a particular dataset that contains time-series data. The research method includes study of multiple literatures and conduction of 12 tests. It deals with the organization and processing of the data so as to prepare the data for prediction of an event in the time-series. It also includes the explanation of the algorithms selected. Similarly, it provides a detailed description of the steps taken for classification and prediction of the event. It includes the conduction of multiple tests for varied timeframe in order to compare which algorithm provides better results in different timeframes. The comparison between the selected two deep learning algorithms identified that for shorter timeframes Convolutional Neural Networks performs better and for longer timeframes Recurrent Neural Networks has higher accuracy in the provided dataset. Furthermore, it discusses possible improvements that can be made to the experiments and the research as a whole.

sted, utgiver, år, opplag, sider
2019. , s. 34
Emneord [en]
Classification, Data Analysis, Deep Learning, Event Prediction, Machine Learning, Time Series
HSV kategori
Identifikatorer
URN: urn:nbn:se:hkr:diva-19416OAI: oai:DiVA.org:hkr-19416DiVA, id: diva2:1324322
Eksternt samarbeid
Diaverum AB
Utdanningsprogram
Bachelor programme in Computer Software Development
Veileder
Examiner
Tilgjengelig fra: 2019-06-13 Laget: 2019-06-13 Sist oppdatert: 2019-06-13bibliografisk kontrollert

Open Access i DiVA

fulltext(1525 kB)3811 nedlastinger
Filinformasjon
Fil FULLTEXT01.pdfFilstørrelse 1525 kBChecksum SHA-512
916a8a76a3be9e7033397fb5654cd49c76db2e6e1f44e87fc4eebdd13e02c4d80ead46653889cea4b8e530426b6ac687fbc89f437e8dade5b75abe0f250aaa15
Type fulltextMimetype application/pdf

Søk i DiVA

Av forfatter/redaktør
Pradhan, Shameer Kumar
Av organisasjonen

Søk utenfor DiVA

GoogleGoogle Scholar
Totalt: 3811 nedlastinger
Antall nedlastinger er summen av alle nedlastinger av alle fulltekster. Det kan for eksempel være tidligere versjoner som er ikke lenger tilgjengelige

urn-nbn

Altmetric

urn-nbn
Totalt: 435 treff
RefereraExporteraLink to record
Permanent link

Direct link
Referera
Referensformat
  • apa
  • ieee
  • modern-language-association-8th-edition
  • vancouver
  • Annet format
Fler format
Språk
  • de-DE
  • en-GB
  • en-US
  • fi-FI
  • nn-NO
  • nn-NB
  • sv-SE
  • Annet språk
Fler språk
Utmatningsformat
  • html
  • text
  • asciidoc
  • rtf