DocumentCode :
3698032
Title :
Filtering out high frequencies in time series using F-transform with respect to raised cosine generalized uniform fuzzy partition
Author :
Linh Nguyen;Vilém Novák
Author_Institution :
Institute for Research and Applications of Fuzzy Modeling, CE IT4Innovations, University of Ostrava, 30. dubna 22, 701 03, Czech Republic
fYear :
2015
Firstpage :
1
Lastpage :
8
Abstract :
In this paper, we apply the F-transform technique with respect to raised cosine generalized uniform fuzzy partition to analysis of time series. We assume that the time series can be additively decomposed into trend-cycle, seasonal component and noise. We will prove that when constructing reasonably the fuzzy partition then the inverse F-transform of the time series provides a good approximation of its trend-cycle. Namely, the F-transform with respect to raised cosine generalized uniform fuzzy partition is able to eliminate completely the seasonal component and significantly reduce noise.
Keywords :
"Time series analysis","Bandwidth","Transforms","Time-frequency analysis","Fuzzy sets","Estimation","Stochastic processes"
Publisher :
ieee
Conference_Titel :
Fuzzy Systems (FUZZ-IEEE), 2015 IEEE International Conference on
Type :
conf
DOI :
10.1109/FUZZ-IEEE.2015.7337864
Filename :
7337864
Link To Document :
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