Fractality and a wavelet-chaos-neural network methodology for EEG-based diagnosis of autistic spectrum disorder

Journal of Clinical Neurophysiology

Volumn 27, Issue 5, 2010, Pages 328-333

  Ahmadlou, Mehran ^a   Adeli, Hojjat ^b,c   Adeli, Amir ^c  

^a AMIRKABIR UNIVERSITY OF TECHNOLOGY   (Iran)

^b Ohio State University   (United States)

^c OHIO STATE UNIVERSITY   (United States)

Author keywords

Autism; Chaos theory; EEG; Signal processing; Wavelet

Indexed keywords

ADOLESCENT; ANALYSIS OF VARIANCE; ARTICLE; AUTISM; BETA RHYTHM; CHAOS THEORY; CHILD; CLINICAL ARTICLE; CONTROLLED STUDY; DELTA RHYTHM; DIAGNOSTIC ACCURACY; ELECTROENCEPHALOGRAPHY; FEMALE; GAMMA RHYTHM; HUMAN; MALE; NERVE CELL NETWORK; PRESCHOOL CHILD; SCHOOL CHILD; SIGNAL PROCESSING;

ADOLESCENT; AUTISTIC DISORDER; CHILD; ELECTROENCEPHALOGRAPHY; FRACTALS; HUMANS; NEURAL NETWORKS (COMPUTER); NONLINEAR DYNAMICS; SENSITIVITY AND SPECIFICITY; WAVELET ANALYSIS;

EID: 77958187047     PISSN: 07360258     EISSN: None     Source Type: Journal    
DOI: 10.1097/WNP.0b013e3181f40dc8     Document Type: Article

References (47)

1. Adeli H, Ghosh-Dastidar S, Dadmehr N. A Wavelet-Chaos Methodology for Analysis of EEGs and EEG Subbands to Detect Seizure and Epilepsy. IEEE Trans Biomed Eng. 2007;54:205-211.
2. Adeli H, Karim A. Fuzzy-Wavelet RBFNN model for freeway incident detection. J Transport Eng. 2000;126:464-471.
3. Adeli H, Wu M. Regularization neural network for construction cost estimation. J Construct Eng Manage. 1998;124:18-24.
4. Adeli H, Zhou Z, Dadmehr N. Analysis of EEG records in an epileptic patient using wavelet transform. J Neurosci Method. 2003;123:69-87.
5. Ahmadlou M, Adeli H. Wavelet-synchronization methodology: a new approach for EEG-based diagnosis of ADHD. Clin EEG Neurosci. 2010;41:1-10.
6. Amaral DG, Schumann CM, Nordahl CW. Neuroanatomy of autism. Trends Neurosci. 2008;31:137-145.
7. Anand P, Siva Prasad BVN, Venkateswarlu C. Modeling and optimization of a pharmaceutical formulation system using radial basis function network. Int J Neural Syst. 2009;19:127-136.
8. Belmonte MK, Allen G, Beckel-Mitchener A, et al. Autism and abnormal development of brain connectivity. J Neurosci. 2004;24:9228-9231.
9. Bertrand O, Bohorquez J, Pernier J. Time-frequency digital filtering based on an invertible wavelet transform: an application to evoked potentials. IEEE Trans Biomed Eng. 1994;41:77-88.
10. Boostani R, Moradi MH. A new approach in the BCI research based on fractal dimension as feature and Adaboost as classifier. J Neural Eng. 2004;1:212-217.
11. Caronna EB, Milunsky JM, Tager-Flusberg H. Autism spectrum disorders: clinical and research frontiers. Arch Dis Childhood. 2008;93:518-523.
12. Chan AS, Cheung M, Han YMY, et al. Executive function deficits and neural discordance in children with Autism Spectrum Disorders. Clin Neurophysiol. 2009;120:1107-1115.
13. Courchesne E, Redcay E, Kennedy DP. The autistic brain: birth through adulthood. Curr Opin Neurol. 2004;17:489-496.
14. Esteller R, Vachtsevanos G, Echauz J, Litt B. A comparison of waveform fractal dimension algorithms. IEEE Trans Circuits Syst Fund Theory Appl. 2001; 48:177-183.
15. Gangadhara BN, Subbakrishnab DK, Janakiramaiaha N, et al. Post-seizure EEG fractal dimension of first ECT predicts antidepressant response at two weeks. J Affect Disord. 1999;52:235-238.
16. Georgiev S, Minchev Z, Christova C, Philipova D. EEG fractal dimension measurement before and after human auditory stimulation. Bioautomation. 2009;12;70-81.
17. Ghosh-Dastidar S, Adeli H. Improved spiking neural networks for EEG classification and epilepsy and seizure detection. Integr Comput Aided Eng. 2007; 14:187-212.
18. Ghosh-Dastidar S, Adeli H. Spiking Neural Networks. Int J Neural Syst. 2009a; 19:295-308.
19. Ghosh-Dastidar S, Adeli H. A new supervised learning algorithm for multiple spiking neural networks with application in epilepsy and seizure detection. Neural Netw. 2009b;22:1419-1431.
20. Ghosh-Dastidar S, Adeli H, Dadmehr N. Mixed-band Wavelet-Chaos-Neural Network methodology for epilepsy and epileptic seizure detection. IEEE Trans Biomed Eng. 2007;54:1545-1551.
21. Ghosh-Dastidar S, Adeli H, Dadmehr N. Principal component analysis-enhanced cosine radial basis function neural network for robust epilepsy and seizure detection. IEEE Trans Biomed Eng. 2008;55:512-551.
22. Grice SJ, Spratling MW, Karmiloff-Smith A, et al. Disordered visual processing and oscillatory brain activity in autism and Williams Syndrome. Brain Imag. 2001;12:2696-2700.
23. Gómez C, MediavillaÁ , Hornero R, et al. Use of the Higuchi's fractal dimension for the analysis of MEG recordings from Alzheimer's disease patients. Med Eng Phys. 2009;31:306-313.
24. Higuchi T. Approach to an irregular time series on the basis of the fractal theory. Phys D Nonlinear Phenom. 1988;31:277-283.
25. Jiang X, Adeli H. Wavelet Packet-autocorrelation function method for traffic flow pattern analysis. Comput Aided Civil Infrastruct Eng. 2004;19:324-337.
26. Johnson CP, Myers SM, American Academy of Pediatrics Council on Children With Disabilities. Identification and evaluation of children with autism spectrum disorders. Pediatrics. 2007;120:1183-1215.
27. Karim A, Adeli H. Comparison of the Fuzzy - Wavelet RBFNN freeway incident detection model with the california algorithm. J Transport Eng. 2002;128: 21-30.
28. Karim A, Adeli H. Radial basis function neural network for work zone capacity and queue estimation. J Transport Eng. 2003a;129:494-503.
29. Karim A, Adeli H. Fast automatic incident detection on urban and rural freeways using the wavelet energy algorithm. J Transport Eng. 2003b;129:57-68.
30. Katz M. Fractals and the analysis of waveforms. Comput Biol Med. 1988;18:145-156.
31. Klin A, Lin DJ, Gorrindo Ph, et al. Two-year-olds with autism orient to non-social contingencies rather than biological motion. Nature. 2009;459:257-261.
32. Liu H, Wang X, Qiang W. A fast method for implicit surface reconstruction based on radial basis functions network from 3D scattered points. Int J Neural Syst. 2007;17:459-465.
33. Mayorga RV, Carrera J. A radial basis function network approach for the computational of inverse continuous time variant functions. Int J Neural Syst. 2007;17:149-160.
34. Nicholasa JS, Charlesa JM, Carpentera LA, et al. Prevalence and characteristics of children with autism spectrum disorders in South Carolina. Ann Epidemiol. 2007;17:747-748.
35. Osterhage H, Mormann F, Wagner T, Lehnertz K. Measuring the directionality of coupling: phase versus state space dynamics and application to EEG time series. Int J Neural Syst. 2007;17:139-148.
36. Pedrycz W, Rai R, Zurada J. Experience-consistent modeling for radial basis function neural networks. Int J Neural Syst. 2008;18:279-292.
37. Rajendran G, Mitchell P. Cognitive theories of autism. Dev Rev. 2007;27:224-260.
38. Raghavendra BS, Dutt DN, Halahalli HN, John JP. Complexity analysis of EEG in patients with schizophrenia using fractal dimension. Physiol Measure. 2009;30:795-808.
39. Redcay E, Courchesne E. When is the brain enlarged in autism? A meta-analysis of all brain size reports. Biol Psychiatry. 2005;58:1-9.
40. Rippon G, Brock J, Brown C, Boucher J. Disordered connectivity in the autistic brain: challenges for the "new psychophysiology." Int J Psychophysiol. 2007;63:164-172.
41. Samant A, Adeli H. Feature extraction for traffic incident detection using wavelet transform and linear discriminant analysis. Comput Aided Civil Infrastruct Eng. 2000;13:241-250.
42. Samant A, Adeli H. Enhancing neural network incident detection algorithms using wavelets. Comput Aided Civil Infrastruct Eng. 2001;16:239-245.
43. Savitha R, Suresh S, Sundararajan N. A fully complex-valued radial basis function network and its learning algorithm. Int J Neural Syst. 2009;19:253-267.
44. Sheikhani A, Behnam H, Mohammadi MR, et al. Connectivity analysis of quantitative electroencephalogram background activity in autism disorders with short time Fourier transform and coherence values. Proc Cong Image Signal Process. 2008;1:207-212.
45. Spence SJ, Sharifi P, Wiznitzer M. Autism spectrum disorder: screening, diagnosis, and medical evaluation. Semin Pediatr Neurol. 2004;11:186-195.
46. Yatesa K, Couteur AL. Diagnosing autism. Paediatr Child Health. 2009;19: 55-59.
47. Zhou Z, Adeli H. Time-frequency signal analysis of earthquake records using Mexican hat wavelets. Comput Aided Civil Infrastruct Eng. 2003;18:379-389.