首页 | 本学科首页   官方微博 | 高级检索  
     检索      


Comparison of Times Series with Unequal Length in the Frequency Domain
Authors:Jorge Caiado  Nuno Crato  Daniel Peña
Institution:1. CEMAPRE/ISEG , Technical University of Lisbon , Lisboa, Portugal jcaiado@iseg.utl.pt;3. CEMAPRE/ISEG , Technical University of Lisbon , Lisboa, Portugal;4. Department of Statistics , Universidad Carlos III de Madrid , Getafe, Spain
Abstract:In statistical data analysis it is often important to compare, classify, and cluster different time series. For these purposes various methods have been proposed in the literature, but they usually assume time series with the same sample size. In this article, we propose a spectral domain method for handling time series of unequal length. The method make the spectral estimates comparable by producing statistics at the same frequency. The procedure is compared with other methods proposed in the literature by a Monte Carlo simulation study. As an illustrative example, the proposed spectral method is applied to cluster industrial production series of some developed countries.
Keywords:Autocorrelation function  Cluster analysis  Interpolated periodogram  Reduced periodogram  Spectral analysis  Time series  Zero-padding
设为首页 | 免责声明 | 关于勤云 | 加入收藏

Copyright©北京勤云科技发展有限公司  京ICP备09084417号