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wmtsa

Wavelet Methods for Time Series Analysis

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Version

Install

install.packages('wmtsa')

Monthly Downloads

136

Version

2.0-3

License

GPL-2

Last Published

December 6th, 2017

Functions in wmtsa (2.0-3)

fdp045

Fractional Difference Process Data
holderSpectrum

The Holder spectrum of a time series
ecg

Electrocardiogram Data
ocean

Vertical Shear Ocean Data
eda.plot

Generic function for generating extended data analysis plots
oceansdf

SDF for ocean series
D.statistic

D-statistic
make.signal

Test signal generation
D.table

Critical D-statistic table generation
D.table.critical

Critical D-Statistic Table
nile

Yearly Nile river level minima
atomclock

Cesium Beam Atomic Clock Data
create.signalSeries

Converts various time series to an object of class
reconstruct

Reconstruction (inverse transform) of various wavelet transforms
crystal.names

Generic function for obtaining crystal names of wavelet transform objects
wavBestBasis

DWPT Best basis selection
wavDWPT

The discrete wavelet packet transform (DWPT)
wavCWT

Continuous wavelet transform
wavDaubechies

Daubechies wavelet and scaling filters
wavDWT

The discrete wavelet transform (DWT)
wavCWTFilters

Frequency response of continuous wavelet transform filters
wavEDOF

Equivalent degrees of freedom (EDOF) estimates for a chi-squared distribution
wavBootstrap

Adaptive wavelet-based bootstrapping
wavEquivFilter

Daubechies equivalent wavelet and scaling filters
wavFDP

Class constructor for block- and time-dependent wavelet-based FD model parameter estimators
wavBoundary

Wavelet transform boundary coefficent identification
wavFDPBand

Mid-octave spectral density function (SDF) estimation
wavCWTPeaks

Peak detection in a time series via the CWT
wavIndex

Boundary and interior wavelet coefficient identification
wavMODWPT

The maximal overlap discrete wavelet packet transform (MODWPT)
wavCWTTree

Tree map of continuous wavelet transform extrema
wavStackPlot.default

Plot wavelet transform crystals
wavStemPlot

Stem plot
wavDictionary

Constructor function for objects of class wavDictionary
wavFDPTime

Instantaneous estimation of fractionally differenced model parameters
wavMODWT

The maximal overlap discrete wavelet transform (MODWT)
wavGain

The gain functions for Daubechies wavelet and scaling filters
wavMRD

Calculate the detail sequences for wavelet transform crystals
wavShift

Shifts wavelet transform coefficients for approximate zero phase alignment
wavShrink

Nonlinear denoising via wavelet shrinkage
wavPacketBasis

Extract wavelet packet basis from a DWPT
wavTitle

Extract the name of the data used to generate objects of various wavelet classes
wavPacketIndices

Wavelet packet node indices
wavTransform

Constructor function for objects of class wavTransform
wavVarTest

Homogeneity test for discrete wavelet transform crystals
wavZeroPhase

Zero phase shift factors for Daubechies symmlet and coiflet filters
wavVar

Discrete wavelet variance estimation
wavDWTMatrix

Discrete wavelet transform matrix.
wavVarConfidence

Wavelet variance confidence intervals
wavDWPTWhitest

Seeks the whitest transform of a discrete wavelet packet transform (DWPT)
wavSortCrystals

Sort wavelet transform crystal names
wavStackPlot

Generic function for generating stacked plots
wavFDPBlock

Block-dependent estimation of fractionally differenced (FD) model parameters
wavFDPSDF

Spectral density function for a fractionally differenced process
wavMRDSum

Partial summation of a multiresolution decomposition
wavMaxLevel

Maximum decomposition level