Machine learning approach for classification of ADHD adults

International Journal of Psychophysiology

Volumn 93, Issue 1, 2014, Pages 162-166

  Tenev, Aleksandar ^a   Markovska Simoska, Silvana ^b   Kocarev, Ljupco ^b   Pop Jordanov, Jordan ^b   Müller, Andreas ^c   Candrian, Gian ^c  

^a SS CYRIL AND METHODIUS UNIVERSITY   (Macedonia)

^b MACEDONIAN ACADEMY OF SCIENCES AND ARTS   (Macedonia)

^c Organisation und Entwicklung   (Switzerland)

Author keywords

ADHD; EEG power spectra; Karnaugh map; Support vector machines

Indexed keywords

ADULT; ARTICLE; ATTENTION DEFICIT DISORDER; CLASSIFIER; CONTINUOUS PERFORMANCE TEST; CONTROLLED STUDY; DISEASE CLASSIFICATION; DSM-IV; ELECTROENCEPHALOGRAM; ELECTROOCULOGRAM; EYE MOVEMENT CONTROL; FEMALE; HUMAN; INFORMATION SCIENCE; MACHINE LEARNING; MAJOR CLINICAL STUDY; MALE; PATTERN RECOGNITION; POWER SPECTRUM; SUPPORT VECTOR MACHINE; ADOLESCENT; ALGORITHM; ARTIFICIAL INTELLIGENCE; CLASSIFICATION; DIAGNOSTIC AND STATISTICAL MANUAL OF MENTAL DISORDERS; ELECTROENCEPHALOGRAPHY; MIDDLE AGED; PHYSIOLOGY; PSYCHOLOGICAL MODEL; PSYCHOLOGY; PSYCHOMOTOR PERFORMANCE; YOUNG ADULT;

ADOLESCENT; ADULT; ALGORITHMS; ARTIFICIAL INTELLIGENCE; ATTENTION DEFICIT DISORDER WITH HYPERACTIVITY; DIAGNOSTIC AND STATISTICAL MANUAL OF MENTAL DISORDERS; ELECTROENCEPHALOGRAPHY; FEMALE; HUMANS; MALE; MIDDLE AGED; MODELS, PSYCHOLOGICAL; PSYCHOMOTOR PERFORMANCE; SUPPORT VECTOR MACHINES; YOUNG ADULT;

EID: 84904752145     PISSN: 01678760     EISSN: 18727697     Source Type: Journal    
DOI: 10.1016/j.ijpsycho.2013.01.008     Document Type: Article

References (30)

1. American Academy of Pediatrics Clinical practice guideline: diagnosis and evaluation of the child with attention-deficit/hyperactivity disorder. Pediatrics 2000, 105:1158-1170.
2. American Psychiatric Association Diagnostic and Statistical Manual of Mental Disorders 1994, (DSM-IV). 4th edition.
3. Arlot S., Celisse A. A survey of cross-validation procedures for model selection. Statistics Surveys 2010, 4:40-79. 10.1214/09-SS054, arXiv: 0907.4728vl.
4. Barry R., Clarke A., Johnstone S. A review of electrophysiology in attention deficit/hyperactivity disorder: I. Qualitative and quantitative electroencephalography. Clinical Neurophysiology 2003, 114:171-183.
5. Barry R.J., Clarke A.R., Johnstone S.J., Magee C.A., Rushby J.A. EEG differences between eyes-closed and eyes-open resting conditions. Clinical Neurophysiology 2007, 118:2765-2773.
6. Bresnahan S., Barry R. Specificity of quantitative EEG analysis in adults with attention deficit hyperactivity disorder. Psychiatry Research 2002, 112:133-144.
7. Bresnahan S., Barry R., Clarke A., Johnstone S. Quantitative EEG analysis in dexamphetamine-responsive adults with attention-deficit/hyperactivity disorder. Psychiatry Research 2006, 141:151-159.
8. Buchsbaum M., Wender P. Average evoked responses in normal and minimally brain dysfunctioned children treated with amphetamine. Archives of General Psychiatry 1973, 29:764-770.
9. Clarke A.R., Barry R.J., McCarthy R., Selikowitz M. EEG analysis in attention deficityhyperactivity disorder: a comparative study of two subtypes. Psychiatry Research 1998, 81:19-29.
10. Clarke A.R., Barry R.J., McCarthy R., Selikowitz M. Age and sex effects in the EEG: differences in two subtypes of attention-deficityhyperactivity disorder. Clinical Neurophysiology 2001, 112:815-826.
11. Clarke A.R., Barry R.J., McCarthy R., Selikowitz M. Electrophysiological differences in two subtypes of attention-deficityhyperactivity disorder. Psychophysiology 2001, 38:212-221.
12. Clarke A.R., Barry R.J., McCarthy R., Selikowitz M. EEG analysis of children with attention-deficit/hyperactivity disorder and comorbid reading disabilities. Journal of Learning Disabilities 2002, 35:276-285.
13. Clarke A.R., Barry R.J., Heaven P., McCarthy R., Selikowitz M., Byrne M.K. EEG in adults with attention-deficit/hyperactivity disorder. International Journal of Psychophysiology 2008, 70:176-183. 10.1016/j.ijpsycho.2008.07.001.
14. Karnaugh M. The map method for synthesis of combinational logic circuits. Transactions of the American Institute of Electrical Engineers part I 1953, 72(9):593-599.
15. Koehler S., Lauer P., Schreppel T., Jacob C., Heine M., Boreatti-Huemmer A., Fallgatter A.J., Herrmann M.J. Increased EEG power density in alpha and theta bands in adult ADHD patients. Journal of Neural Transmission 2009, 116:97-104.
16. Kropotov J.D. Quantitative EEG, Event-Related Potentials and Neurotherapy 2008, Academic Press.
17. Lubar J.F. Discourse on the development of EEG diagnostics and biofeedback for attention-deficit/hyperactivity disorders. Biofeedback and Self-Regulation 1991, 16:201-225.
18. Markovska-Simoska S., Pop-Jordanova N. Comparison of visual and emotional continuous performance tests performances related to sequence of presentation, gender and age. Prilozi 2009, XXX(1):167-178. (Sec. Biol. Med. Sci. MASA).
19. Markovska-Simoska S., Pop-Jordanova N. Quantitative EEG characteristics of attention deficit hyperactivity disorder in adults. Macedonian Journal of Medical Sciences 2010, 3(4):368-377. 10.3889/MJMS.1857-5773.2010.0124.
20. Monastra V., Lubar J., Linden M., VanDeusen P., Green G., Wing W., Phillips A., Fenger T. Assessing attention deficit hyperactivity disorder via quantitative electroencephalography: an initial validation study. Neuropsychology 1999, 13:424-433.
21. Mueller A., Candrian G., Kropotov J.D., Ponomarev V.A., Baschera G.M. Classification of ADHD patients on the basis of independent ERP components using a machine learning system. Nonlinear Biomedical Physics 2010, 4(Suppl. 1):S1. 10.1186/17534631-4-S1-S1.
22. Mueller A., Candrian G., Arntsberg Grane V., Kropotov J.D., Ponomarev V.A., Baschera G.M. Discriminating between ADHD adults and controls using independent ERP components and a support vector machine: a validation study. Nonlinear Biomedical Physics 2011, 5:5. 10.1186/1753-4631-5-5.
23. Polanczyk G., de Lima M.S., Horta B.L., Biederman J., Rohde L.A. The worldwide prevalence of ADHD: a systematic review and metaregression analysis. The American Journal of Psychiatry 2007, 164:942-948.
24. Pop-Jordanova N., Markovska-Simoska S., Zorcec T. Neurofeedback treatment of children with attention deficit hyperactivity disorder. Prilozi 2005, XXVI(I):71-80. (Sec. Biol. Med. Sci. MASA).
25. Robaey P., Breton F., Dugas M., Renault B. An event-related potential study of controlled and automatic processes in 6-8-year-old boys with attention deficit hyperactivity disorder. Electroencephalography and Clinical Neurophysiology 1992, 82:330-340.
26. Sanei S., Chambers J.A. EEG Signal Processing 2007, Wiley-Interscience.
27. Satterfield J.H., Braley B.W. Evoked potentials and brain maturation in hyperactive and normal children. Electroencephalography and Clinical Neurophysiology 1977, 43:43-51.
28. Smith J.L., Johnstone S.J., Barry R.J. Aiding diagnosis of attention-deficit/hyperactivity disorder and its subtypes: discriminant function analysis of event-relatedpotential data. Journal of Child Psychology and Psychiatry 2003, 44:1067-1075.
29. Wender P. Attention-deficit Hyperactivity Disorder in Adults 1995, Oxford University Press, New York.
30. World Health Organization The ICD-10 Classification of Mental and Behavioural Disorders: Diagnostic Criteria for Research 1993.