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The Smooth Complex Logarithm and Quasi-Periodic Models

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Abstract

Quasi-periodic signals, which look like sine waves with variable frequency and amplitude, are common in nature and society. Examples that will be analyzed in this paper are sounds of crickets, counts of sunspots, movements of ocean currents, and brightness of variable stars. Euler’s formula for the complex logarithm, combined with smoothly changing real and imaginary components, provides a powerful model. It is highly non-linear and special care is needed to get starting values for an iterative estimating algorithm. The model is extended with a trend and harmonics. A cascaded link function allows modeling of quasi-periodic series of counts. The model and real-world applications are described in an expository style.

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References

  • Carmona, R., Hwang, W.-L. & Torrésani B. (1998) Practical Time-Frequency Analysis. Academic Press.

    Google Scholar 

  • Currie, I.D. & Durbán, M. (2002) Flexible smoothing with P-splines: a unified approach. Statistical Modelling 2: 333–349.

    Article  MATH  MathSciNet  Google Scholar 

  • Eilers, P.H.C. (2003) A Perfect Smoother. Analytical Chemistry 75: 3631–3636.

    Article  Google Scholar 

  • Eilers, P.H.C. & Marx, B.D. (1996) Flexible Smoothing with Splines and Penalties (with Discussion). Statistical Science 11: 89–121.

    Article  MATH  MathSciNet  Google Scholar 

  • Eilers, P.H.C & Marx, B.D. (2002) Generalized Linear Additive Smooth Structures. Journal of Computational and Graphical Statistics 11: 735–751.

    Article  MathSciNet  Google Scholar 

  • Elliott, L. & Hershberger, W. (2006) The Songs of Insects. Houghton Mifflin.

    Google Scholar 

  • Fahrmeir, L. & Tutz, G. (2001) Multivariate Statistical Modelling Based on Generalized Linear Models, 2nd ed. Springer.

    Google Scholar 

  • Hoyt, D.V. & Schatten, K.H. (1998) Group Sunspot Numbers: A New Solar Activity Reconstruction. Solar Physics 181: 491–512.

    Article  Google Scholar 

  • Lilly, J.M. & Gascard, J.-C. (2006) Wavelet ridge diagnosis of time-varying elliptical signals with application to an oceanic eddy. Nonlinear Processes in Geophysics 13: 467–483.

    Google Scholar 

  • Marx, B.D., Eilers, P.H.C., Gampe J. & Rau R. (2002) Bilinear Varying-Coefficient Models for Seasonal Time Series and Tables. Computational Staistics Published online July 24, 2009.

    Google Scholar 

  • O’Sullivan, F. (1986) A statistical perspective on ill-posed inverse problems (with discussion). Statistical Science 1: 605–527.

    MathSciNet  Google Scholar 

  • Usoskin, I.G., Mursula, K, Arlt, R & Kovaltsov, G.A. (2009) A solar cycle lost in 1793-1800: Early sunspot observations resolve the old mystery. Astrophysical Journal Letters 700: L154–L157.

    Article  Google Scholar 

  • Wand, M.P. & Ormerod, J.T. (2008) On Semiparametric Regression with O’Sullivan Penalised Splines. Australian and New Zealand Journal of Statistics 50: 179–198.

    Article  MATH  MathSciNet  Google Scholar 

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Correspondence to H. C. Eilers .

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Eilers, H.C. (2010). The Smooth Complex Logarithm and Quasi-Periodic Models. In: Kneib, T., Tutz, G. (eds) Statistical Modelling and Regression Structures. Physica-Verlag HD. https://doi.org/10.1007/978-3-7908-2413-1_1

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