adding a new wavelet
algorithms
    Coifman-Wickerhauser
    decomposition
    discrete wavelet transform (DWT)
    fast wavelet transform (FWT)
    filters
    for biorthogonal
    Mallat
    rationale
    reconstruction
    stationary wavelet transform (SWT)
analysis
    biorthogonal
    case study
    continuous
        coefficients
        features
        procedure
    continuous complex
    continuous or discrete
    continuous real
    discrete
        coefficients
        procedure
    illustrated examples
    local
    local and global
    multiscale
    one-dimensional discrete wavelet
    one-dimensional wavelet packet
analysis (continued)
    orthogonal
        algorithm
        and wavelet families
        basis
        dbN wavelets
        filters
    redundant
    time-scale
        compared to other views
        using redundant representation instead
    translation invariant
    two-dimensional discrete wavelet
    two-dimensional wavelet packet
    wavelet
    wavelet packet
    See also transforms
approximations
    coefficients
        discrete wavelet transform
        extracting one-dimensional
        extracting two-dimensional
    definition
    description
    notation
    reconstruction
        example code
        filters
    wavelet decomposition
axes
    view

bases
    See analysis,wavelet packets
besttree function
binning
    density estimation
    processed data
    regression estimation
biorthogonal wavelets
    definition
    presentation
    See also analysis
border distortion
    boundary value replication
    periodic extension
    periodic padding
    periodized wavelet transform
    smooth padding
    symmetric extension
    symmetrization
    zero-padding
breakdowns
    frequency
    peak
    proximal slopes
    rupture
    second derivative
    signal's derivative
    variance

calculating a default global threshold
centfrq function
chirp signal
    example analysis
coefficients
    approximation
        extracting one-dimensional
        fast wavelet transform
    coloration
    complex continuous wavelet
    continuous wavelet
    detail
        fast wavelet transform
        one-dimensional
        two-dimensional
    discrete wavelet
        Wavelet 1-D tool
        Wavelet 2-D tool
    line
    load
        See importing to the GUI
    save
        See exporting from the GUI
coiflets
    definition
    presentation
Coloration Mode
    color coding
    controlling
    controlling the colormap
Coloration Mode menu
colored AR(3) noise example
complex frequency B-spline wavelets
complex Gaussian wavelets
complex Morlet wavelets
complex Shannon wavelets
compressing images
    fingerprint example
    using graphical interface
compression
    ddencmp function
    difference with de-noising
    energy ratio
    methods
    norm recovery
    number of zeros
    predefined strategies
    procedure
        wavelet packets
        wavelets
    retained energy
    thresholding strategies
    using wavelet packets
continuous wavelet transform (CWT)
    creating
    definition
    difference from discrete wavelet transform
    See also analysis, transforms
CWT
    See continuous wavelet transform (CWT)

Daubechies wavelets
    definition
    presentation
ddencmp command
decimation
    See downsampling
decomposition
    best-level
    choosing optimal
    displaying results of multilevel
decomposition (continued)
    entropy-based criteria
    hierarchical organization
    load
        See importing to the GUI
    multistep
    optical comparison
    performing multilevel
        using command line
        using graphical interface
    save
        See exporting from the GUI
    single-level
    structure
        one-dimensional
        two-dimensional
    wavelet decomposition tree
de-noising
    basic model
        one-dimensional
        two-dimensional
    default values
    fixed form threshold
    graphical interface tools option
    methods
    minimax performance
    noise size estimate
    nonwhite noise
    predefined strategies
    procedure
        wavelet packets
        wavelets
    SURE estimate
    thresholding
de-noising (continued)
    using SWT
        1-D using command line
        1-D using graphical interface
        2-D analysis example
        2-D using graphical interface
    using thresholding
    variance adaptive
    white noise
de-noising images
    2-D wavelet analysis and 2-D stationary wavelet analysis
    stationary wavelet transform
    two-dimensional procedure
de-noising signals
    process
    wavelet analysis
density estimation
    definition
    one-dimensional wavelet
details
    coefficients
        extracting one-dimensional
        extracting two-dimensional
    decomposition
    definition
    mathematical definition
    notation
    orientation
    reconstruction
        from command line
        procedure
    wavelet decomposition
dilation equation
    twin-scale relation
discontinuities
    detecting
    See also breakdowns
discrete Meyer wavelet
discrete wavelet transform (DWT)
    definition
    See also analysis, transforms
display mode 2-D
    square
    tree
downsampling
    one-dimensional
    two-dimensional
DWT
    See discrete wavelet transform, transforms
dyadic scale

edge effects
    See border distortion
entropy
    criterion to select the best decomposition
    definitions
estimation
    default values
    See also function estimation
examples
    colored AR(3) noise
    frequency breakdown
    polynomial + white noise
    ramp + colored noise
    ramp + white noise
    real electricity consumption signal
    second-derivative discontinuity
    sine + white noise
    step signal
examples (continued)
    sum of sines
    triangle + a sine
    triangle + a sine + noise
    two proximal discontinuities
    uniform white noise
exporting from the GUI
    complex continuous wavelet
    continuous wavelet
    discrete stationary wavelet 1-D
    discrete stationary wavelet 2-D
    discrete wavelet 2-D
    image extension
    signal extension
    variance adaptive thresholding
    wavelet 1-D
    wavelet density estimation 1-D
    wavelet packets
    wavelet regression estimation 1-D
extension mode
    See border distortion

fast multiplication of large matrices
fast wavelet transform (FWT)
    See transforms
filters
    FIR
        biorthogonal case
        M-file used for construction
    high-pass
    low-pass
    minimum phase
filters (continued)
    quadrature mirror
        construction example
        definition
    reconstruction
    scaling
    See also twin-scale relations
fixed design
    See regression
Fourier analysis
    basic function
    introduction
    short-time analysis (STFT)
    windowed
Fourier coefficients
Fourier transform
fractal
    properties of signals and images
    redundant methods
frequencies
    identifying pure
    parameter
    related to scale
    wavelets interpretation
frequency breakdown example
frequency B-spline wavelets
Full Decomposition Mode
function estimation
FWT
    See transforms

Gaussian wavelets
GUI
    complex continuous wavelet
    continuous wavelet
    density estimation
    full window resolution
    image de-noising using SWT
    image extension / truncation
    local variance adaptive thresholding
    regression estimation
    signal de-noising using SWT
    signal extension / truncation
    using menus
    using the mouse
    wavelet coefficients selection 1-D
    wavelet coefficients selection 2-D
    wavelet display
    wavelet one-dimensional
    wavelet packet
    wavelet packet display
    wavelet two-dimensional

Haar wavelet
    definition
    presentation
Heisenberg uncertainty principle

IDWT
    See inverse discrete wavelet transform, transforms
images
    indexed
importing to the GUI
    complex continuous wavelet
    continuous wavelet
    discrete stationary wavelet 1-D
    discrete stationary wavelet 2-D
    discrete wavelet 2-D
    variance adaptive thresholding
    wavelet 1-D
    wavelet density estimation 1-D
    wavelet packets
    wavelet regression estimation 1-D
indexed images
    image matrix
    matrix indices
        shifting up
inverse discrete wavelet transform (IDWT)
inverse stationary wavelet transform (ISWT)
ISWT
    See inverse stationary wavelet, transforms
iswt command
iswt2 command

level
    decomposition
    See also wavelet packet best level
load
    See importing in the GUI
Load data for Density Estimate dialog box
Load data for Stochastic Design Regression dialog box
Load Signal dialog box
    wavelet packets
    wavelets
local analysis
    See analysis
local maxima lines
long-term evolution
    detecting

Mallat algorithm
merge
    See wavelet packets
Mexican hat wavelet
    definition
    presentation
Meyer wavelet
    definition
    presentation
M-files
    for wavelet families
minimax
missing data
More Display Options button
More on Residuals for Wavelet 1-D Compression window
Morlet wavelet
    definition
    presentation
multiresolution
multistep

node
    action
noise
    ARMA
    colored
    Gaussian
    processing
noise (continued)
    removing using GUI option
    suppressing
        See also de-noising
    unscaled
    white
nondecimated DWT
    See transforms (stationary wavelet)

objects
orthogonal wavelets
outliers
    suppressing

packets
    See wavelet packets
padding
    See border distortion
periodic-padding
    signal extension
periodized wavelet transform
    See border distortion
polynomial + white noise example
positions
predefined wavelet families
    type 1
    type 2
    type 3
    type 4
    type 5

quadrature mirror filters (QMF)
    and scaling function
    creating the waveform
    orthfilt function
    system

ramp + colored noise example
ramp + white noise example
random design
    See regression estimation
real electricity consumption signal example
reconstruction
    approximation
    definition
    detail
    filters
    M-files
    multistep
    one step
    one-dimensional IDWT
    two-dimensional IDWT
redundancy
regression estimation
    goal
    one-dimensional wavelet
regularity
    definition
    wavelet families
resemblance index
residuals display
    1-D discrete wavelet compression
    1-D stationary wavelet decomposition
    2-D discrete wavelet compression
    2-D stationary wavelet decomposition
reverse biorthogonal wavelets
RGB images
    colormap matrix
    converting from

save
    See exporting from the GUI
scal2frq function
scale
    and frequency
    choosing using command line
    choosing using graphical interface
    definition
    dyadic
        definition
        for DWT
    to frequency
        display
        relationship
        scal2frq function
scale factor
scale mode
scaling filters
    definition
    notation
scaling functions
    definition
    notation
    shapes
second-derivative discontinuity example
self-similarity
    detecting
Separate Mode
Shannon wavelets
shift
    See also translation
Show and Scroll Mode
Show and Scroll Mode (Stem Cfs)
shrink
    See thresholding
signal extensions
    border distortion
signal-end effects
    See border distortion
sine + white noise example
smooth padding
    signal extension
splines
    biorthogonal family
    filter lengths
split
    See wavelet packets
Square Mode
stationary wavelet transform (SWT)
step signal example
STFT
    See Fourier analysis
sum of sines example
Superimpose Mode
support
    See wavelet families
SWT
    See stationary wavelet transform (SWT)
symlets
    definition
    presentation
symmetrization
    signal extension
symmetry
    See wavelet families
synthesis
    inverse transform
    wavelet reconstruction

thresholding
    for optimal de-noising
    hard
    interval dependent
    rules
        tptr options
    soft
    strategies
    See also de-noising, compression
thselect M-file
time-scale
    See analysis
transforms
    continuous versus discrete
    continuous wavelet (CWT)
    discrete wavelet (DWT)
    fast wavelet (FWT)
    inverse (IDWT)
        reconstruction
        synthesis
    inverse stationary wavelet (ISWT)
    stationary wavelet (SWT)
    translation invariant
transient
    See also breakdowns
translation
    using the mouse
    See also shift
translation invariance
Tree Mode
    definition
    features
trees
    best
    best-level
    decomposition
    mode
        using
    objects
    Tree Mode
    wavelet
        two-dimensional
    wavelet decomposition
    wavelet packet
        notation
        subtrees
    wavelet packet decomposition
trend
    See also long-term evolution
triangle + a sine + noise example
triangle + a sine example
twin-scale relations
    definition
two proximal discontinuities example
typographical conventions (table)

uniform white noise example
upsampling
    two-dimensional IDWT
    wavelet reconstruction process

vanishing moments
    suppression of signals
    wavelet families
variance adaptive thresholding
view axes

Wavelet 1-D De-Noising window
Wavelet 2-D Compression window
Wavelet 2-D tool
    fingerprint example
wavelet analysis
    advantage over Fourier
    as Fourier-type function
    de-noising signals
    revealing signal trends
wavelet coefficients
wavelet families
    adding new
    criteria
    full name
    notation
    properties (Part 1)
    properties (Part 2)
    regularity
        advantage
        definition
    short name
    support
    symmetry
    vanishing moments
wavelet filters
    notation
wavelet notation
    associated family
Wavelet Packet 1-D Compression window
Wavelet Packet 1-D menu item
Wavelet Packet 1-D tool
    starting
Wavelet Packet 2-D Compression window
wavelet packets
    analysis
        definition
    and wavelet analysis
        differences
    atoms
    bases
    best level decomposition
    best level feature
    best tree
    best tree feature
    besttree function
    building
    compression
    computing the best tree
    decomposition
    decomposition tree
        complete binary tree
        subtrees
    definition
    de-noising
        ideas
        using SURE
    finding best level
    frequency order
    from wavelets to
    merge
    natural order
    objects
    organization
wavelet packets (continued)
    selecting threshold for compression
    split
    tree
        notation
wavelets
    adding new
    applications
    associated family
    Battle-Lemarie
    biorthogonal
        definition
        presentation
    candidates
    coiflets
        definition
        presentation
    complex frequency B-spline
    complex Gaussian
    complex Morlet
    complex Shannon
    Daubechies
        definition
        presentation
    decomposition tree
    defining order
    determining type
    discrete Meyer
    families
    Gaussian
    Haar
        definition
        presentation
    history
wavelets (continued)
    Mexican hat
        definition
        presentation
    Meyer
        definition
        presentation
    Morlet
        definition
        presentation
    notation
    one-dimensional analysis
    one-dimensional capabilities
        objects
        table
    organization
    relationship of filters to
    reverse biorthogonal
    shapes
    shifted
    symlets
        definition
        presentation
    translation
        See also shift
    tree
        one-dimensional
        two-dimensional
    two-dimensional
    two-dimensional analysis
    two-dimensional capabilities
        objects
        table
    vanishing moments
        number of
        suppression of signals
wavelets.asc file
wavelets.inf file
wavelets.prv file
wavemngr command
wthresh command

zero-padding
    signal extension
zoom