An Objective Approach to Schizophrenia Recognition Utilizing an Adaptive Neuro-Fuzzy Inference (ANFIS) Model
DOI:
https://doi.org/10.14738/tmlai.32.1035Keywords:
Schizophrenia, ANFIS, Membership Function, Training and Testing ErrorsAbstract
Schizophrenia is a brain disorder that distorts the way a person thinks, acts, expresses emotions, perceives reality, and relates to others. A systematic approach and an overview perception has been carried out over the years by different researchers, but none has sufficiently introduced and Adaptive Neuro-Fuzzy Inference System (ANFIS) approach for these prediction which has served as the focal aim of this research paper using available parameters and datasets. Matric Laboratory (MATLAB) 7.0 served as the tool of implementation highlighting various views. The ANFIS training was successful completed at epoch 34, and had an error of 2.47367e-005 and the test error which was generated by the ANFIS was 0.0002511. The training was accomplished using a constant membership function type at an error tolerance at 0.05.
References
Dwight D., Daniel J. R., Monica E. C., James M. G. and Ruben C. G., (2006), A comparison of cognitive structure in schizophrenia patients and healthy controls using confirmatory factor analysis, Schizophrenia Research 85 (2006) 20 – 29, Available on ScienceDirect.com
HelpGuide, (2014), Schizophrenia” retrieved online from HelpGuide.com
Mayoclinic (2014), “Schizophrenia and Treatment” retrieved online from http://www.mayoclinic.org/diseasesconditions/schizophrenia/basics/symptoms/con-20021077
MedicineNET (2014), “Schizophrenia”, Retrieved online MedicineNET.Com
NIMH: National Institute for Mental Health (2014), “Schizophrenia” retrieved online www.nimh.nih.gov/health/topics/schizophrenia/
Olivier G. and Marc L. (2005), Neurobiology of Dopamine in Schizophrenia, Departments of Psychiatry and Radiology Columbia University College of Physicians and Surgeons, New York, NY
RightDiagnosis (2014), “Schizophrenia” retrieved online from RightDiagnosis.com
Steffen M. and Todd S. W. (2007), Metacognitive training in schizophrenia: from basic research to knowledge translation and intervention, Curr Opin Psychiatry 20:619–625, Wolters Kluwer Health | Lippincott Williams & Wilkins.
Tara D., Alison C., Janie B. G., Bregje V. S., Katherine F., Kanupriya K. H. Pim C.and Helen C (2013), Suicide prevention in schizophrenia spectrum disorders and psychosis: a systematic review Donkeret al. BMC Psychology 2013,1:6 retrieved online from http://biomedcentral.com/
Víctor P. and Manuel J.C. (2003), The Diagnosis of Schizophrenia: Old Wine in New Bottles, International Journal of Psychology and Psychological Therapy 2003, Vol. 3, Nº 2, pp. 141-152
WebMD (2014), “Schizophrenia: Diagnosis and Treatment” retrieved online from WebMD.com
