Short-window spectral analysis using AMVAR and multitaper methods: A comparison

Biological Cybernetics

Volumn 101, Issue 1, 2009, Pages 71-80

  Nalatore, Hariharan ^a   Rangarajan, Govindan ^b  

^a Applied Research International   (India)

^b INDIAN INSTITUTE OF SCIENCE   (India)

Author keywords

AMVAR method; Multitaper method; Spectral analysis

Indexed keywords

AMVAR METHOD; BIVARIATE TIME SERIES; MULTITAPER METHOD; MULTITAPER METHODS; MULTIVARIATE AUTOREGRESSIVE; NOISE PROCESS; ORNSTEIN-UHLENBECK; PATTERN DISCRIMINATION; POWER-SPECTRA; SHORT BURSTS; SHORT DATA WINDOW; SIMULATED SIGNALS; SPECTRAL ANALYSIS; VISUOMOTORS;

JITTER; PATIENT MONITORING; POWER SPECTRUM; SPECTRUM ANALYSIS; TIME SERIES; TIME SERIES ANALYSIS; WINDOWS;

SPECTRUM ANALYZERS;

ANIMAL; ARTICLE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; COMPUTER SIMULATION; DECISION MAKING; EVOKED RESPONSE; FOURIER ANALYSIS; HEMISPHERIC DOMINANCE; HUMAN; MACACA; MALE; METHODOLOGY; MULTIVARIATE ANALYSIS; NOISE; PERCEPTIVE DISCRIMINATION; PHYSIOLOGY; TIME;

ANIMALS; CHOICE BEHAVIOR; COMPUTER SIMULATION; DISCRIMINATION (PSYCHOLOGY); EVOKED POTENTIALS; FOURIER ANALYSIS; FUNCTIONAL LATERALITY; HUMANS; MACACA MULATTA; MALE; MODELS, NEUROLOGICAL; MULTIVARIATE ANALYSIS; NOISE; PATTERN RECOGNITION, AUTOMATED; TIME FACTORS;

EID: 68849109432     PISSN: 03401200     EISSN: 14320770     Source Type: Journal    
DOI: 10.1007/s00422-009-0318-5     Document Type: Article

References (23)

1. L Bartosch 2001 Generation of colured noise Int J Modern Phys C 12 851 855
2. SL Bressler R Coppola R Nakamura 1993 Episodic multiregional cortical coherence at multiple frequencies during visual task performance Nature 366 153 156
3. A Brovelli M Ding A Ledberg Y Chen R Nakamura SL Bressler 2004 Beta Oscillations in a large-scale sensorimotor cortical network: Directional influences revealed by Granger causality PNAS 101 9849 9854
4. Y Chen SL Bressler M Ding 2006 Frequency decomposition of conditional Granger causality and application to multivariate neural field potential data J Neurosci Methods 150 228 237
5. M Dhamala G Rangarajan M Ding 2008 Estimating Granger causality from Fourier and wavelet transforms of time series data Phy Rev Lett 100 018701 1 4
6. M Dhamala G Rangarajan M Ding 2008 Analyzing information flow in brain networks with nonparametric Granger causality NeuroImage 41 354 362
7. M Ding SL Bressler W Yang H Liang 2000 Short-window spectral analysis of cortical event-related potentials by adaptive multivariate autoregressive modelling: data preprocessing, model validation and variability assessment Biol Cybern 83 35 45
8. DT Gillespie 1996 The mathematics of Brownian motion and Johnson noise Am J Phys 64 225 240
9. CWJ Granger AO Hughes 1968 Spectral analysis of short series-a simulation study J R Stat Soc Ser A 130 83 99
10. Jenkins GM, Watts DG (1968) Spectral analysis and its applications. Holden Day, San Francisco
11. M Kaminski M Ding WA Truccolo SL Bressler 2001 Evaluating casual relations in neural systems: Granger causality, directed transfer function and statistical assessment of significance Biol Cybern 85 145 157
12. A Ledberg SL Bressler M Ding R Coppola R Nakamura 2007 Large-scale visuomotor integration in the cerebral cortex Cereb Cortex 17 44 62
13. Marple SL (1987) Digital spectral analysis with applications. Prentice Hall, New Jersey
14. PP Mitra B Pesaran 1999 Analysis of dynamic brain imaging data Biophys J 76 691 708
15. M Morf A Vieira D Lee T Kailath 1978 Recursive multichannel maximum entropy spectral estimation IEEE Trans Geosci Electron 16 85 94
16. J Muthuswamy NV Thakor 1998 Spectral analysis methods for neurological signals J Neurosci Methods 83 1 14
17. Percival DB, Walden AT (1993) Spectral analysis for physical applications. Cambridge University Press, New York
18. Percival D, Walden A (2000) Wavelet methods for time series analysis. Cambridge University Press, Cambridge
19. D Slepian HO Pollak 1961 Prolate spheroidal wavefunctions Fourier analysis and uncertainty I Bell Syst Tech J 40 43 63
20. JM Spyers-Ashby PG Bain SJ Roberts 1998 A comparison of fast fourier transform (FFT) and autoregressive (AR) spectral estimation techniques for the analysis of tremor data J Neurosci Methods 83 35 43
21. DJ Thomson 1982 Spectrum estimation and harmonic analysis Proc IEEE 70 1055 1096
22. AT Walden 2000 A unified view of multitaper multivariate spectral estimation Biometrika 87 767 788
23. Zhang Y, Bressler SL, Chen Y, Nakamura R, Ding M (2005) Beta and gamma synchronization and desynchronization in monkeys during a visual discrimination task. Soc Neurosc Abstr 31 (Prog.No. 413.18)