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Percival D.B., Walden A.T. — Wavelet methods for time series analysis
Percival D.B., Walden A.T. — Wavelet methods for time series analysis



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Название: Wavelet methods for time series analysis

Авторы: Percival D.B., Walden A.T.

Аннотация:

The analysis of time series data is essential to many areas of science, engineering, finance and economics. This introduction to wavelet analysis "from the ground level and up," and to wavelet-based statistical analysis of time series focuses on practical discrete time techniques, with detailed descriptions of the theory and algorithms needed to understand and implement the discrete wavelet transforms. Numerous examples illustrate the techniques on actual time series. The many embedded exercises-with complete solutions provided in the Appendix — allow readers to use the book for self-guided study. Additional exercises can be used in a classroom setting. A Web site offers access to the time series and wavelets used in the book, as well as information on accessing software in S-Plus and other languages. Students and researchers wishing to use wavelet methods to analyze time series will find this book essential.


Язык: en

Рубрика: Математика/

Статус предметного указателя: Готов указатель с номерами страниц

ed2k: ed2k stats

Год издания: 2000

Количество страниц: 611

Добавлена в каталог: 24.11.2013

Операции: Положить на полку | Скопировать ссылку для форума | Скопировать ID
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Предметный указатель
LA(L) wavelet function, Hoelder regularity      494
LA(L) wavelet packet filter for node (j,n), advance required      230 233
LA(L) wavelet packet filter for node (j,n), phase function      229
LA(L) wavelet packet filter for node (j,n), shift factor      230
Lai, M.-J.      106 558
Lang, M.      159 429 558
Lanning, E.N.      218 558
Laplace (two-sided exponential) PDF      257 264 413
Laplace (two-sided exponential) PDF, mean for      257
Laplace (two-sided exponential) PDF, variance for      257
Leakage      187—188 193 197
Leakage in periodogram      272—273 329 437 439
Leakage in wavelet variance      303 329—330
Leakage in wavelet variance, D(4)      332
Leakage in wavelet variance, Haar      331
Least asymmetric scaling filter      see "LA(L) scaling filter"
Least asymmetric wavelet filter      see "LA(L) wavelet filter"
Least squares estimation      44 53 341
Least squares estimation (ordinary)      see "Ordinary least squares"
Least squares estimation (weighted)      see "Weighted least squares"
Least squares estimation, FD process      374 390
Leave-one-out cross-validation      402
Leave-one-out cross-validation, DWT      422
Leave-one-out cross-validation, threshold      423—424
Lee, P.M.      266 558
Leeson, D.B.      553
Length of series, analyzed via MODWPT      231
Length of series, analyzed via MODWT      141 159 167 199 242
Length of series, general length      56 141 143—144
Length of series, multiple of power of two      104 141 150
Length of series, power of two      67 141 150
Lessi, O.      561
Level      65—67 77
Level of partial DWT      56
Level-dependent thresholding hard      445—449
Level-dependent thresholding mid      445—446
Level-dependent thresholding soft      445—446
Level-dependent thresholding SURE-based      406 449—450 453
Level-dependent thresholding universal      406 430 444—445 455
Level-dependent variance, correlated noise DWT coefficients      441 456
Level-independent thresholding hard      445—446
Level-independent thresholding mid      445—446
Level-independent thresholding soft      445—449
Level-independent thresholding universal      444—445 455
Li, B.L.      6 295 555
Liang, J.      159 174 558
Likelihood function for Gaussian stationary FD process      361 389
Likelihood function, using Gaussian nonboundary DWT coefficients      371
Lindberg, C.      558
Lindsay, R.W.      303 558
Linear estimator of signal      408
Linear minimum mean square      417
Linear phase filter      108 111 155 158
Linear phase filter, generalized      117
Linear span      459
Linear time-invariant filter      25
Lipschitz exponents      487
Liu, P.C.      303 558
Local stationarity      327 333
Log chi-square PDF versus Gaussian (normal) PDF      276
Log chi-square RV      270 272 376 390
Log chi-square RV, distribution      432—435 437
Log likelihood, DWT-based for Gaussian FD process      363
Log likelihood, DWT-based for Gaussian FD process, with unknown mean      365
Log multitaper SDF estimator      444
Log multitaper SDF estimator, covariance of      276—277
Log multitaper SDF estimator, mean of      275
Log multitaper SDF estimator, thresholding      440 444
Log multitaper SDF estimator, variance of      275
Log multitaper SDF estimator, WLSE for FD process      379
Log periodogram      270 432
Log periodogram, LSE for FD process      379
Log periodogram, mean of      270
Log periodogram, smoothing of      272
Log periodogram, thresholding and asymmetry      456
Log periodogram, thresholding for SDF estimation      432 435 439
Log periodogram, variance of      270
Log SDF estimator      433
Long memory process      16 191 279 299 340
Long memory process, analysis      17
Long memory process, autocovariance sequence      279
Long memory process, defining property      279
Long memory process, defining property and FD process      284
Long memory process, defining property and FGN      280
Long memory process, defining property and PPL process      281
Long memory process, defining property and scaling coefficients from FD process      351
Long memory process, instantaneous parameter estimation, LS      379 391
Long memory process, instantaneous parameter estimation, ML      374 391
Long memory process, nonstationary      284
Long memory process, nonstationary, FD      284 288
Long memory process, nonstationary, PPL      281
Long memory process, parameter estimation, LS      374
Long memory process, parameter estimation, ML      361 368
Long memory process, stationary      281
Long memory process, synthesis      17
loss      265
Loss, absolute error      266 415
Loss, posterior expected      265
Loss, squared error      265—266 414
Low-pass example      25 39
Low-pass filter      26
Low-pass filter, Daubechies scaling filter      76 78
Low-pass filter, Daubechies scaling filter, of second level      91
Low-pass filter, example of impulse response      25 39
Low-pass filter, example of use      26
Low-pass filter, tide removal      185
Low-pass filter, transfer function      26 39
LSE      see "Least squares estimator"
Lugannani, R.      434 558
MA process      see "Moving average process"
MacDonald, G.J.F.      340 559
MAD      see "Median absolute deviation"
Magnitude of complex variable      21
Magnitude squared DFTs, low/high pass filtering and downsampling      209 211
Mak, M.      6 558
Malfait, M.      557
Mallat, S.G.      11 68 100 239—240 457 461 554—555 558—559
Mandelbrot, B.B.      191 279—280 559
Marginal PDF      258 265
Markov chain of first order      451
Markovian dependencies      451
Marple, S.L., Jr.      269 559
Martin, R.D.      553
Masry, E.      280 340 354 361 559
Matching pursuit      239 252 254
Matching pursuit, algorithm      239
Matching pursuit, ANOVA      240 252
Matching pursuit, approximation vector      252—253
Matching pursuit, approximations of subtidal sea level fluctuations      244—248
Matching pursuit, contrasted with best basis algorithm      241
Matching pursuit, dictionary of MODWT and constant vectors      247
Matching pursuit, dictionary of MODWT and ODFT vectors      247
Matching pursuit, dictionary of MODWT vectors      242 253
Matching pursuit, dictionary of partial DWT vectors      240
Matching pursuit, dictionary of WP table and ODFT vectors      241
Matching pursuit, dictionary of WP table vectors      241 254
Matching pursuit, energy decomposition      240 252
Matching pursuit, normalized residual sum of squares      247—248
Matching pursuit, residual vector      252—254
Matching pursuit, subtidal sea level fluctuations using MODWT dictionary      243—245
Matrix, circular shift      52 71
Matrix, complex orthonormal (unitary)      45 53
Matrix, DWT      57 63 99 156
Matrix, identity      42
Matrix, ODFT      47
Matrix, orthonormal      42—43 53
Matrix, unitary      46—47
Maximal overlap discrete wavelet packet transform (MODWPT)      231 251 278
Maximal overlap discrete wavelet packet transform (MODWPT), advanced LA(8) coefficients for solar magnetic field      235—236
Maximal overlap discrete wavelet packet transform (MODWPT), ANOVA      233 251
Maximal overlap discrete wavelet packet transform (MODWPT), energy decomposition      233 251
Maximal overlap discrete wavelet packet transform (MODWPT), general length series      231
Maximal overlap discrete wavelet packet transform (MODWPT), non-advanced LA(8) coefficients for solar magnetic field      253
Maximal overlap discrete wavelet packet transform (MODWPT), physical bandwidth for solar magnetic field      236
Maximal overlap discrete wavelet packet transform (MODWPT), physical time width for solar magnetic field      236
Maximal overlap discrete wavelet packet transform (MODWPT), zero phase filter for details      234 237 252
Maximal overlap discrete wavelet transform (MODWT)      17 19 159 294 374—375 390
Maximal overlap discrete wavelet transform (MODWT) and cycle spinning      429
Maximal overlap discrete wavelet transform (MODWT), advanced LA(8) coefficients for electrocardiogram      182—183
Maximal overlap discrete wavelet transform (MODWT), advanced LA(8) coefficients for subtidal sea levels      189
Maximal overlap discrete wavelet transform (MODWT), analysis      175
Maximal overlap discrete wavelet transform (MODWT), ANOVA      160 166 171
Maximal overlap discrete wavelet transform (MODWT), ANOVA and circular shifts      160 180 200
Maximal overlap discrete wavelet transform (MODWT), ANOVA, for subtidal sea levels      185
Maximal overlap discrete wavelet transform (MODWT), atomic clock data      17—18
Maximal overlap discrete wavelet transform (MODWT), choice of level      188 193 199
Maximal overlap discrete wavelet transform (MODWT), circularly shifted series      179 181
Maximal overlap discrete wavelet transform (MODWT), discarded boundary coefficients      310
Maximal overlap discrete wavelet transform (MODWT), DWT coefficients via subsampling      174 203
Maximal overlap discrete wavelet transform (MODWT), energy decomposition      16—17 166 168—169 171 173 200
Maximal overlap discrete wavelet transform (MODWT), general length series      159 167 199 242
Maximal overlap discrete wavelet transform (MODWT), Haar      17—18
Maximal overlap discrete wavelet transform (MODWT), invalid ANOVA using details      182
Maximal overlap discrete wavelet transform (MODWT), inverse      429
Maximal overlap discrete wavelet transform (MODWT), LA(8)      182 430
Maximal overlap discrete wavelet transform (MODWT), MRA      166 168—169 172—173 182 200
Maximal overlap discrete wavelet transform (MODWT), nonorthogonality      159 200
Maximal overlap discrete wavelet transform (MODWT), pyramid algorithm      164—165 174—175 177 201
Maximal overlap discrete wavelet transform (MODWT), reflecting boundary conditions for      310
Maximal overlap discrete wavelet transform (MODWT), renormalized vectors for waveform dictionary      242—243
Maximal overlap discrete wavelet transform (MODWT), scaling filter      see "Scaling filter MODWT"
Maximal overlap discrete wavelet transform (MODWT), synthesis      175
Maximal overlap discrete wavelet transform (MODWT), upper bounds for level      200
Maximal overlap discrete wavelet transform (MODWT), vectors for waveform dictionary      242 253
Maximal overlap discrete wavelet transform (MODWT), wavelet filter      see "Wavelet filter MODWT"
Maximal overlap discrete wavelet transform (MODWT), zero phase filter for details and smooths      160 172 168 189
Maximal overlap WP table      232 251
Maximum delay dipole      488 490—491 493—494 500
Maximum delay filter      488
Maximum likelihood estimator (MLE)      341
Maximum likelihood estimator (MLE), arbitrary sample size      367 373
Maximum likelihood estimator (MLE), DWT-based for Gaussian ARFIMA process      366
Maximum likelihood estimator (MLE), DWT-based for Gaussian FD process      363—364 390
Maximum likelihood estimator (MLE), DWT-based for Gaussian FD process with unknown mean      365—366
Maximum likelihood estimator (MLE), exact for Gaussian FD process      363—364 367 372 390
Maximum likelihood estimator (MLE), exact for Gaussian FD process with unknown mean      366
Maximum likelihood estimator (MLE), Gaussian nonboundary DWT coefficients      371—372 383—384 390
Maximum likelihood estimator (MLE), Gaussian stationary FD process      361—362
Maximum likelihood estimator (MLE), Nile River minima      386 392
Maximum likelihood estimator (MLE), nonstationary FD process      368
Maximum likelihood estimator (MLE), scale restricted      373 385
Maximum phase dipole      488 490—491 493 500
Maximum phase filter      488
Mayer, M.E.      557
Mazumdar, R.R.      354 555
McCoy, E.J.      355 379 559 563
McCulloch, R.E.      554
McGill, K.      141 562
McGunigal, T.E.      553
McHardy, I.      340 559
McLeod, A.I.      361 559
Mean absolute error      261 266 411
Mean absolute error, minimization      411
Mean of chi-square RV      263 270
Mean of function of RVs      256 258
Mean of Gaussian (normal) RV      257
Mean of generalized Cauchy (t) RV      258
Mean of Laplace (two-sided exponential) RV      257
Mean of log multitaper SDF estimator      275
Mean of log periodogram      270
Mean of periodogram      270
Mean of RV      256
Mean of stationary stochastic process      266
Mean of wavelet coefficients      301 305 335
Mean square, equality in      38
Mean square, error      261 265 408 411
Mean square, error, minimization      407 409 417
Mean, conditional      260 266 394 408—411 414—415 454 456
Mean, posterior      266 414 454
Mean, sample      see "Sample mean"
Median absolute deviation (MAD) standard deviation estimate      420
Median absolute deviation (MAD) standard deviation estimate, DWT-based      418—421 426—427 455
Median absolute deviation (MAD) standard deviation estimate, level-dependent      450
Median absolute deviation (MAD) standard deviation estimate, MÎDWT-based      429—430
Median, conditional      266 394 408 411 415 454
Median, posterior      266 415—416 454
Medley, M.      218 559
Mexican hat CWT      8 11
Mexican hat wavelet function      3 10 97
Mexican hat wavelet function, autocorrelation width      12
Meyer, Y.      554
Meyers, S.D.      12 559
Microseconds      318
Mid thresholding      399—400 430 444 453
Mid thresholding, energy levels      420
Mid thresholding, LA(8) MODWT      430
Mid thresholding, LA(8) partial DWT      419—420
Minimization of Stein's unbiased risk      405
Minimum delay (extremal phase) filter      106 117 488
Minimum delay dipole      488 490 494 500
Minimum mean square estimation      394
Minimum phase dipole      488 490 500
Minimum phase filter      488
Minimum unbiased risk      402
Mitra, S.K.      204 560
Mixing parameter      413
Mixture model      see "Gaussian (normal) mixture model"
MLE      see "Maximum likelihood estimator"
Mobile radio communications (MRC) process SDF      436
Mobile radio communications (MRC) process SDF, estimation via thresholding of log multitaper      446—447 449
Mobile radio communications (MRC) process SDF, estimation via thresholding of log periodogram      437—438
Modulo arithmetic      30
Modulus of complex variable      21
MODWPT      see "Maximal overlap discrete wavelet packet transform"
MODWT      see "Maximal overlap discrete wavelet transform"
Mofjeld, H.      185 244 326 560
Moment of inertia      261
Moments of wavelet function      483
Moments of wavelet function, vanishing      see "Vanishing moments"
Montefusco, L.      555
Mood, A.M.      256 559
Moore — Penrose generalized inverse      167 204
Morettin, P.A.      218 559
Morlet (complex-valued) wavelet function      5
Morlet, J.      11 556
Moulin, P.      398 432—437 559
Moving average (MA) process      391
Moving average (MA) process, decorrelation via DWT      391
MRA      see "Multiresolution analysis"
MRC      see "Mobile radio communications"
Mulcahy, C.      56 559
Mullen, J.A., Jr.      553
Multiresolution analysis (MRA)      2 65 151 457
Multiresolution analysis (MRA), circular boundary conditions for electrocardiogram      133 140
Multiresolution analysis (MRA), finite energy function (signal)      478—479 481—482 496
Multiresolution analysis (MRA), function space      461 494
Multiresolution analysis (MRA), general length series      143
Multiresolution analysis (MRA), Haar MODWT Nile river minima      190 192
Multiresolution analysis (MRA), LA(8) MODWT for electrocardiogram      183—184
Multiresolution analysis (MRA), LA(8) MODWT for subtidal sea levels      185—187
Multiresolution analysis (MRA), LA(8) MODWT for vertical ocean shear      193—195
Multiresolution analysis (MRA), MODWT and circular shifts      160 180—181 200
Multiresolution analysis (MRA), partial DWT and circular shifts      160—161
Multiresolution analysis (MRA), partial DWT for electrocardiogram, using C(6) wavelet      129 132
Multiresolution analysis (MRA), partial DWT for electrocardiogram, using D(4) wavelet      129 131
Multiresolution analysis (MRA), partial DWT for electrocardiogram, using Haar wavelet      129—130
Multiresolution analysis (MRA), partial DWT for electrocardiogram, using LA(8) wavelet      129 133 142
Multiresolution analysis (MRA), reflecting boundary conditions for electrocardiogram      140 142
Multiresolution analysis (MRA), via DWT      65
Multiresolution analysis (MRA), via MODWT      166 168—169 172—173 182 200
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