« Previous
Next »
Medical Engineering & Physics
Volume 32, Issue 7
, Pages 679-689
, September 2010
Application of higher order statistics/spectra in biomedical signals—A review
References
- . The Volterra and Wiener theories of non-linear systems. New York, NY: Wiley; 1980;
- . Bispectra of ocean waves. In: Rosenblatt M editors. Time series analysis. New York: Wiley; 1963;p. 125–139
- . Mean and variance of estimates of the bispectrum of a harmonic random process—an analysis including leakage effects. IEEE Transactions on Signal Processing. 1991;39:2640–2651
- . Pattern recognition using invariants defined from higher order spectra—1-D inputs. IEEE Transactions on Signal Processing. 1993;41:205–211
- . Bispectral and trispectral characterization of transition to chaos in the duffing oscillator. International Journal of Bifurcation and Chaos. 1993;3(3):551–557
- . Application of higher order spectra to multi-scale deconvolution of sensor array signals. Proceeding of IEEE International Conference on Acoustics, Speech, and Signal Processing. 1994;4:413–416
- . Fast blind equalization using higher-order-spectra channel-estimation in the presence of severe ISI. In: Proceedings of the IEEE symposium on computers and communications. 1995;p. 248–254
- . Higher order spectra based deconvolution of ultrasound images. IEEE Transactions on Ultrasonics, Ferroelectrics and Frequency Control. 1995;42(6):1064–1075
- . Pattern recognition using invariants defined from higher order spectra: 2-D image inputs. IEEE Transactions on Image Processing. 1997;6(5):703–712
- . Detection of mines in acoustic images using higher order spectral features. IEEE Journal of Oceanic Engineering. 2002;27(3):610–618
- . Machine fault detection using bicoherence spectra. In: Proceedings of the 21st IEEE Instrumentation and Measurement Technology Conference, 2004. IMTC 04, vol. 3. 2004;p. 1661–1666
- . Identification of gastroenteric viruses by electron microscopy using higher order spectral features. Journal of Clinical Virology. 2005;34(3):195–206
- . Higher-order spectral characterization of termite emissions using acoustic emission probes. In: IEEE Sensors Applications Symposium SAS’07. 2007;p. 1–6
- . A quantitative analysis approach for cardiac arrhythmia classification using higher order spectral techniques. IEEE Transactions on Biomedical Engineering. 2005;52(11):1840–1845
- . Higher order spectral analysis of EEG burst patterns during asphyxic injury. IEEE Transactions on Biomedical Engineering. 1999;46(1):92–99
- . Signal processing with higher-order spectra. IEEE Signal Processing Magazine. 1993;10(3):10–37
- . Computation and interpretation of k-th order spectra. In: Harris B editors. Spectral analysis of time series. New York: Wiley; 1967;p. 189–232
- . Bispectrum estimation—a digital signal processing framework. Proceedings of the IEEE. 1987;75:869–891
- . Statistics of tricoherence. IEEE Transactions on Signal Processing. 1994;42(12):3430–3440
- . Enhanced detection of artifacts in EEG data using higher-order statistics and independent component analysis. NeuroImage. 2007;34(February (4)):1443–1449
- . Higher-order spectra analysis: a nonlinear signal processing framework. Englewood Cliffs, NJ: PTR Prentice Hall; 1993;
- . HOSA—Higher Order Spectra Analysis Toolbox. MATLAB CENTRAL; 2003;
- . Statistics of bicoherence. IEEE Transactions on Acoustics, Speech and Signal Processing. 1988;36(10):1667–1668
- . Earth noises, 5 to 500 millicycles per second. Journal of Geophysical Research. 1985;1415–1427
- . Digital bispectral analysis and its applications to nonlinear wave interactions. IEEE Transactions on Plasma Science. 1979;PS-7:120–131
- . Statistics of bicoherence. IEEE Transactions on ASSP. 1988;36(10):1667–1668
- . Testing of Gaussianity and linearity of a stationary time series. Journal of Time Series Analysis. 1982;3:169–176
- . An efficient algorithm for spectral analysis of heart rate variability. IEEE Transactions on Biomedical Engineering. 1986;33:900–904
- . Blind detection of photomontage using higher order statistics. In: IEEE International Symposium on Circuits and Systems (ISCAS). Vancouver, Canada. 2004;
- . Bispectrum analysis of focal ischemic cerebral EEG signal using third-order recursion method. IEEE Transactions on Biomedical Engineering. 2000;47(3):352–359
- . Cardiac state diagnosis using higher order spectra of heart rate variability. Journal of Medical Engineering & Technology. 2008;3232(2):145–155http://www.informaworld.com/smpp/title∼content=t713736867∼db=all∼tab=issueslist∼branches=32-v
- Quantification of EEG irregularity by use of the entropy of the power spectrum. Electroencephalography and Clinical Neurophysiology. 1991;79:204–210
- . Classifying mental tasks based on features of higher-order statistics from EEG signals in brain–computer interface. Information Sciences. 2008;178(6):1629–1640
- Quantification of transient quadratic phase couplings within EEG burst patterns in sedated patients during electroencephalic burst-suppression period. Journal of Physiology (Paris). 2000;95:427–434
- Interrelations between EEG frequency components in sedated intensive care patients during burst-suppression period. Neuroscience Letters. 1999;260(1):53–56
- . Quadratic phase coupling of electroencephalogram (EEG) and evoked potentials (EP). In: Proceedings of the 1992 international biomedical engineering days. 1992;p. 146–150
- . The rhythmicity of quadratic phase coupling in the trace alternant EEG in healthy neonates. Neuroscience Letters. 2004;369(October (3)):179–218
- . Detection of quadratic phase coupling between EEG signal components by nonparametric and parametric methods of bispectral analysis. Biomedizinische Technik (Berlin). 1999;44(November (11)):314–318
- Villa AEP, Tetko, IV. Cross-frequency coupling in mesiotemporal EEG recordings of epileptic patients. Journal of Physiology (Paris); in press. Corrected Proof, December 2009.
- . Quadratic phase coupling in auditory evoked potentials from healthy old subjects and subjects with Alzheimer's dementia. In: IEEE Signal Processing Workshop on Higher-Order Statistics 1993. 1993;p. 361–365
- . A study on the stochastic properties of the EEG using bicoherence. In: Proceedings of the 16th annual international conference of the IEEE engineering in medicine and biology society, engineering advances: new opportunities for biomedical engineers, vol. 2. 1994;p. 1314–1315
- . Increasing the depth of anesthesia assessment. IEEE Engineering in Medicine and Biology Magazine. 2007;26(2):64–73
- Billard, Index bispectral de l’EEG: Bibliographie. http://www.sitanest.net/bibliographie_bis.htm [access time: 10th February 2009].
- . Characterization of sleep spindles using higher order statistics and spectra. IEEE Transactions on Biomedical Engineering. 2000;47(8):997–1009
- BCI Competition II—final result. http://ida.first.fraunhofer.de/projects/bci/competition_ii/results/index.html [access time: 30th March 2009].
- . Prediction of epileptic seizures using bispectrum analysis of electroencephalograms and artificial neural network. Proceedings of the 25th annual international conference of the IEEE engineering in medicine and biology society. 2003;3:2947–2949
- . Analysis of epileptic EEG signals using higher order spectra. Journal of Medical & Engineering Technology. 2009;33(1):42–50
- . Automatic identification of epileptic EEG signals using higher order spectra. International Journal of Engineering in Medicine. 2009;223(4):485–495
- . Highly accurate higher order statistics based neural network classifier of specific abnormality in electrocardiogram signals. In: Proceedings of IEEE International Conference on Acoustics, Speech, and Signal Processing 1999 (ICASSP’99), vol. 2. 1999;p. 1033–1036
- . Non-linear frequency modulation and phase coupling in ECG during ventricular fibrillation. In: Proceedings of the first joint BMES/EMBS conference 1999, vol. 1. 1999;p. 307
- . Enhancement of R-wave detection in ECG data analysis using higher-order statistics. In: Proceedings of the 23rd annual international conference of the IEEE Engineering in Medicine and Biology Society 2001, vol. 1. 2001;p. 344–347
- . Higher order statistics and ECG arrhythmia classification. In: Proceedings of the 3rd IEEE International Symposium on Signal Processing and Information Technology, 2003. ISSPIT 2003. 2003;p. 641–643
- . Support vector machine-based expert system for reliable heartbeat recognition. IEEE Transactions on Biomedical Engineering. 2004;51(4):.582–589
- . ECG beat classification using neuro-fuzzy network. Pattern Recognition Letters. 2004;25(15):1715–1722
- MIT Arrhythmia Database. http://www.physionet.org/physiobank/database/mitdb/ [access time: 10th December 2003].
- . ECG data compression using wavelets and higher order statistics methods. IEEE Transactions on Information Technology in Biomedicine. 2001;5(2):108–115
- . Cardiac health diagnosis using higher order spectra and support vector machine. Open Access Medical Informatics Journal. 2009;3:1–8
- . Time-variant parametric estimation of transient quadratic phase couplings between heart rate components in healthy neonates. Journal of Medical and Biological Engineering and Computing. 2006;44(12):1077–1083
- . Normality and stationarity of EMG signals of elbow flexor muscles during ramp and step isometric contractions. Journal of Electromyography and Kinesiology. 1997;7(2):87–96
- . Experience with surface EMG decomposition using higher-order cumulants. Signal Processing. 2001;19–24
- . Decomposition of surface EMG signals using non-linear LMS optimisation of higher-order cumulants. In: Proceedings of the 15th IEEE symposium on Computer-Based Medical Systems 2002. (CBMS 2002). 2002;p. 149–154
- . Application of higher order statistics techniques to EMG signals to characterize the motor unit action potential. IEEE Transactions on Biomedical Engineering. 2005;52(7):1195–1209
- . Bispectral analysis of surface EMG. In: Proceedings of the 10th Mediterranean electrotechnical conference, vol. II. 2000;p. 770–773
- . Application of higher order statistics to surface electromyogram signal classification. IEEE Transactions on Biomedical Engineering. 2007;54(10):1762–1769
- X. Chen, X. Zhu, D. Zhang. A discriminant bispectrum feature for surface electromyogram signal classification. Medical Engineering & Physics; in press. Corrected Proof, Available online 03 December 2009.
- . Adaptive reduction of heart sounds from lung sounds using fourth-order statistics. IEEE Transactions on Biomedical Engineering. 1997;44(7):642–648
- . Nonlinear analysis of musical lung sound using bicoherence index. In: Proceedings of the 19th annual international conference of IEEE/EMBS 3. 1997;p. 1126–1129
- . Discrimination of heart sounds using higher-order statistics. In: Proceedings of the 19th annual international conference of the IEEE Engineering in Medicine and Biology Society, vol. 3. 1997;p. 1138–1141
- . An iterative kurtosis-based technique for the detection of nonstationary bioacoustic signals. Signal Processing. 2006;86(12):3787–3795
- Ahlström C. Processing of the phonocardiographic signal—methods for the intelligent stethoscope. Thesis No. 1253. Linköping Studies in Science and Technology, Linköping; May 2006.
- Meste O. Bispectral reconstruction using incomplete phase knowledge: a neuroelectric signal estimation application. International Conference on Acoustics, Speech, and Signal Processing (ICASSP-97), vol. III. p. 1913–1916.
- . Detection of microcalcifications in mammograms using higher order statistics. IEEE Signal Processing Letters. 1997;4(8):213–216
- . Higher-order statistics for tissue characterization from ultrasound images. In: Proceedings of the IEEE Signal Processing Workshop on Higher-Order Statistics. 1997;p. 72–76
- . Detection and classification of buried dielectric anomalies by means of the bispectrum method and neural networks. IEEE Transactions on Instrumentation and Measurement. 1995;44(6):998–1002
- . Higher-order spectra (HOS) invariants for shape recognition. Pattern Recognition. 2001;34(11):2097–2113
- . Discrimination of malignant lymphomas and leukemia using Radon transform based-higher order spectra. Progress in Biomedical Optics and Imaging. 2006;7(3):
- . Application of higher order spectra for the identification of diabetes retinopathy stages. Journal of Medical Systems. 2008;32(6):481–490
- . Computer-based detection of diabetes maculopathy stages using higher order spectra. In: Acharya , et al. editor. Image modeling of human eye. Artech House; 2007;
- Chua KC, Chandran V, Acharya UR, Lim CM. Application of higher order spectra to identify epileptic EEG. Journal of Medical Systems; in press.
PII: S1350-4533(10)00083-4
doi: 10.1016/j.medengphy.2010.04.009
© 2010 IPEM. All rights reserved.
« Previous
Next »
Medical Engineering & Physics
Volume 32, Issue 7
, Pages 679-689
, September 2010
