A TSK-based fuzzy system for telecommunications time-series forecasting

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dc.contributor.author Mastorocostas, P. A.
dc.contributor.author Hilas, C. S.
dc.contributor.author Dova, S. C.
dc.contributor.author Varsamis, D. N.
dc.date.accessioned 2015-06-28T19:29:18Z
dc.date.available 2015-06-28T19:29:18Z
dc.date.issued 2012
dc.identifier.other http://ieeexplore.ieee.org/xpl/login.jsp?tp=&arnumber=6335128&url=http%3A%2F%2Fieeexplore.ieee.org%2Fxpls%2Fabs_all.jsp%3Farnumber%3D6335128 el
dc.identifier.uri http://apothesis.teicm.gr/xmlui/handle/123456789/1552
dc.description.abstract A two-stage model-building process for generating a Takagi-Sugeno-Kang fuzzy forecasting system is proposed in this paper. Particularly, the Subtractive Clustering (SC) method is first employed to partition the input space and determine the number of fuzzy rules and the premise parameters. In the sequel, an Orthogonal Least Squares (OLS) estimator determines the input terms which should be included in the consequent part of each fuzzy rule and calculate their parameters. A comparative analysis with well-established forecasting models is conducted on real world tele-communications data, in order to investigate the forecasting capabilities of the proposed scheme. en
dc.format.extent 6 el
dc.language.iso en el
dc.rights Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές *
dc.rights.uri http://creativecommons.org/licenses/by-nc-nd/4.0/ *
dc.title A TSK-based fuzzy system for telecommunications time-series forecasting en
dc.type Άρθρο σε επιστημονικό συνέδριο el
dc.conference.information Sofia, Bulgaria, September 6-8, 2012 el
dc.conference.name 6th IEEE International Conference on Intelligent Systems el
dc.identifier.doi 10.1109/IS.2012.6335128
dc.publication.category Απαγόρευση δημοσίευσης - Βιβλιογραφική αναφορά el
dc.subject.keyword Fuzzy modeling el
dc.subject.keyword Orthogonal least squares el
dc.subject.keyword Subtractive clustering el
dc.subject.keyword Telecommunications time-series el


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Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές Except where otherwise noted, this item's license is described as Attribution-NonCommercial-NoDerivatives 4.0 Διεθνές