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dc.contributor.authorSkuza, Michał
dc.contributor.authorRomanowski, Andrzej
dc.date.accessioned2021-05-05T09:14:16Z
dc.date.available2021-05-05T09:14:16Z
dc.date.issued2014
dc.identifier.citationSkuza M., Romanowski A., Processing financial data in big data distributed environment using sentiment analysis. W: Modelling and Identification Algorithms for Emerging Applications in Data and Signal Processing, Romanowski A. (red.), Sankowski D. (red.), Tadeusiewicz R. (red.), Wydawnictwo Politechniki Łódzkiej, Łódź 2014, s. 95-107 , ISBN 978-83-7283-575-8.
dc.identifier.isbn978-83-7283-575-8
dc.identifier.urihttp://hdl.handle.net/11652/3413
dc.description.abstractThis chapter covers design, implementation and evaluation of a system, which predicts future stock prices basing on analyses of data from social media services. The authors took advantage of available large datasets from Twitter micro blogging platform and stock markets. Data was collected during three months and processed for further analysis. Machine learning was employed to conduct sentiment classification of data coming from social networks in order to estimate future stock prices. Calculations were performed in distributed environment according to Map Reduce programming model. Evaluation and discussion of preliminary results of predictions for different time intervals and input datasets proved efficiency of chosen approach.[...]en_EN
dc.language.isoenen_EN
dc.publisherWydawnictwo Politechniki Łódzkiejpl_PL
dc.publisherLodz University of Technology Pressen_EN
dc.relation.ispartofRomanowski A. (red.), Sankowski D. (red.), Tadeusiewicz R. (red.), Modelling and Identification Algorithms for Emerging Applications in Data and Signal Processing, Wydawnictwo Politechniki Łódzkiej, Łódź 2014, ISBN 978-83-7283-575-8.
dc.relation.ispartofseriesMonografie Politechniki Łódzkiejpl_PL
dc.relation.ispartofseriesLodz University of Technology Monographsen_EN
dc.subjectprzetwarzanie danych finansowychpl_PL
dc.subjectanaliza nastrojówpl_PL
dc.subjectprzewidywanie przyszłych cen akcjipl_PL
dc.subjectmedia społecznościowe - wykorzystanie w badaniachpl_PL
dc.subjectBig dataen_EN
dc.subjectfinancial data processingen_EN
dc.subjectsentiment analysisen_EN
dc.subjectpredicting future stock pricesen_EN
dc.subjectsocial media - use in researchen_EN
dc.titleProcessing financial data in big data distributed environment using sentiment analysisen_EN
dc.typerozdział książkipl_PL
dc.typebook chapteren_EN


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