[R-sig-finance] updated package waveslim 1.4
Brandon.J.Whitcher at gsk.com
Brandon.J.Whitcher at gsk.com
Tue Nov 2 09:52:18 CET 2004
waveslim 1.4 has recently been uploaded to CRAN and is fully compatible
with Rv2.0. The package includes:
Basic wavelet routines for time series (1D), image (2D) and array (3D)
analysis. The code provided here is based on wavelet methodology developed
in Percival and Walden (2000) and Gencay, Selcuk and Whitcher (2001). All
figures in chapters 4-7 of GSW (2001) are reproducible using this package
and R code available at
http://www.cgd.ucar.edu/stats/staff/whitcher/book/GSW_figures.R.
Gencay, R., Selcuk, F. and Whitcher, B. (2001). An Introduction to
Wavelets and Other Filtering Methods for Finance and Economics. Academic
Press, San Diego.
Percival, D.B., and Walden, A.T. (2000). Wavelet Methods for Time Series
Analysis. Cambridge University Press, Cambridge.
Besides ensuring usability with the most recent version of R, two
additional "flavors" of wavelet methodology have been added to the
package: (1) Hilbert wavelet pairs and (2) the dual-tree complex wavelet
transform [only 1D and 2D ported from Matlab code by Selesnick]. The
dual-tree CWT code has not been optimized for R (only a "direct" port from
Matlab) so reasonable speed-ups are anticipated in the future.
Comments/bug reports are welcome.
References for (1) include:
Selesnick, I.W. (2001). Hilbert transform pairs of wavelet bases. IEEE
Signal Processing Letters 8 (6), 170â173.
Selesnick, I.W. (2002). The design of approximate Hilbert transform pairs
of wavelet bases. IEEE Transactions on Signal Processing 50 (5),
1144â1152.
Whitcher, B. and P.F. Craigmile (2004). Multivariate Spectral Analysis
Using Hilbert Wavelet Pairs, International Journal of Wavelets,
Multiresolution and Information Processing, 2 (4), in press.
References for (2) include:
Kingsbury, N. (1999). Image processing with complex wavelets. Proceedings
of the Royal Society of London, Series A, 357, 2543â2560.
Kingsbury, N. (2001). Complex wavelets for shift invariant analysis and
filtering of signals. Applied and Computational Harmonic Analysis, 10 (3),
234â253.
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Brandon
Brandon Whitcher, PhD
Translational Medicine & Technology
GlaxoSmithKline
Greenford Road
Greenford UB6 0HE, United Kingdom
Tel: +44 (0)20 8966 4511
Fax: +44 (0)20 8966 2757
Mob: +44 (0)7717 800 375
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