Caiado, Jorge; Crato, Nuno and Peña, Daniel (2006): An interpolated periodogram-based metric for comparison of time series with unequal lengths. Published in: Proceedings of the 2006 Joint Statistical Meetings, American Statistical Association
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We propose a periodogram-based metric for classification and clustering of time series with different sample sizes. For such cases, we know that the Euclidean distance between the periodogram ordinates cannot be used. One possible way to deal with this problem is to interpolate lineary one of the periodograms in order to estimate ordinates of the same frequencies.
| Item Type: | MPRA Paper |
|---|---|
| Language: | English |
| Keywords: | Classification; Cluster analysis; Interpolation; Periodogram; Time series |
| Subjects: | C - Mathematical and Quantitative Methods > C3 - Econometric Methods: Multiple; Simultaneous Equation Models; Multiple Variables; Endogenous Regressors > C32 - Time-Series Models; Dynamic Quantile Regressions |
| ID Code: | 2075 |
| Deposited By: | Jorge Caiado |
| Deposited On: | 09. Mar 2007 |
| Last Modified: | 28. Jul 2011 15:58 |
| References: | Caiado, J., Crato, N., Peña, D. (2006). "A periodogram-based metric for time series classification", Comput. Stat. Data Anal. 50, 2668-2684. Coates, D. S., Diggle, P. J. (1986). "Tests for comparing two estimated spectral densities", J. Time Ser. Anal. 7, 7-20. Diggle, P. J., Fisher, N. I. (1991). "Nonparametric comparison of cumulative periodograms", Appl. Stat. 40, 423-434 Diggle, P. J., al Wasel, I. (1997). "Spectral analysis of replicated biomedical time series", Appl. Stat. 46, 31-71. Kakizawa, Y., Shumway, R. H., Taniguchi, M. (1998). "Discrimination and clustering for multivariate time series", J. Amer. Stat. Assoc. 93, 328-340. Maharaj, E. A. (2002). "Comparison of non-stationary time series in the frequency domain", Comput. Stat. Data Anal. 40, 131-141.
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