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Volumn 36, Issue 5, 2012, Pages 2803-2815

Neural network approaches to grade adult depression

Author keywords

ANFIS; BPNN; Classification; Depression; Grading; SOM

Indexed keywords

ADULT DISEASE; ARTICLE; ARTIFICIAL NEURAL NETWORK; BACK PROPAGATION; CLASSIFICATION ALGORITHM; CLINICAL DECISION MAKING; DEPRESSION; DIAGNOSTIC ACCURACY; DIAGNOSTIC VALUE; DISEASE CLASSIFICATION; DISEASE SEVERITY; FUZZY SYSTEM; HUMAN; INTERNAL CONSISTENCY; KNOWLEDGE; PREDICTION; QUESTIONNAIRE; CLASSIFICATION; COMPUTER ASSISTED DIAGNOSIS; FUZZY LOGIC; HOSPITALIZATION; METHODOLOGY;

EID: 84867309019     PISSN: 01485598     EISSN: 1573689X     Source Type: Journal    
DOI: 10.1007/s10916-011-9759-1     Document Type: Article
Times cited : (27)

References (63)
  • 2
    • 84876775219 scopus 로고    scopus 로고
    • http://www.who.int/topics/depression/en/
  • 3
    • 0028113828 scopus 로고
    • Depression: A long-term illness
    • Keller, M. B.; Depression: a long-term illness. Br. J. Psychiatry 26:9-15, 1994.
    • (1994) Br. J. Psychiatry , vol.26 , pp. 9-15
    • Keller, M.B.1
  • 5
    • 72949151592 scopus 로고
    • A Rating Scale for Depression
    • 10.1136/jnnp.23.1.56
    • Hamilton, M.; A Rating Scale for Depression. J. Neurol. Neurosurg. Psychiatry 23:56-62, 1960.
    • (1960) J. Neurol. Neurosurg. Psychiatry , vol.23 , pp. 56-62
    • Hamilton, M.1
  • 6
    • 0015409147 scopus 로고
    • The depression status inventory: An adjunct to the self-rating depression scale
    • 10.1002/1097-4679(197210)28:4<539: AID-JCLP2270280427>3.0.CO;2-S
    • Zung, W. W. K.; The depression status inventory: An adjunct to the self-rating depression scale. J. Clin. Psychol. 28(4):539-543, 1972.
    • (1972) J. Clin. Psychol. , vol.28 , Issue.4 , pp. 539-543
    • Zung, W.W.K.1
  • 9
    • 34547664427 scopus 로고    scopus 로고
    • Knowledge management, Data mining, and Text mining in Medical informatics
    • H. Chen S.S. Fuller C. Friedman W. Hersh (eds) Springer's Integrated Series in Information Systems NY USA
    • Chen, H.; Fuller, S. S.; Friedman, C.; Hersh, W.; Knowledge management, Data mining, and Text mining in Medical informatics. In: Chen, H.; Fuller, S. S.; Friedman, C.; Hersh, W. (Eds.), Medical informatics Knowledge management and Data mining in Biomedicine. Springer's Integrated Series in Information Systems, NY USA, pp. 4-30, 2005.
    • (2005) Medical Informatics Knowledge Management and Data Mining in Biomedicine , pp. 4-30
    • Chen, H.1    Fuller, S.S.2    Friedman, C.3    Hersh, W.4
  • 10
    • 0003410791 scopus 로고
    • Springer Verlag Berlin 10.1007/978-3-642-97610-0
    • Kohonen, T.; Self organizing maps. Springer Verlag, Berlin, 1995.
    • (1995) Self Organizing Maps
    • Kohonen, T.1
  • 11
    • 0026722929 scopus 로고
    • The application of backpropagation neural networks to problems in pathology and laboratory medicine
    • Astion, M. L.; Wilding, P.; The application of backpropagation neural networks to problems in pathology and laboratory medicine. Arch. Pathol. Lab. Med. 116(10):995-1001, 1992.
    • (1992) Arch. Pathol. Lab. Med. , vol.116 , Issue.10 , pp. 995-1001
    • Astion, M.L.1    Wilding, P.2
  • 13
    • 0002539317 scopus 로고    scopus 로고
    • Chromosome classification using backpropagation neural networks
    • Cho, J. M.; Chromosome classification using backpropagation neural networks. IEEE 19(1):28-33, 2000.
    • (2000) IEEE , vol.19 , Issue.1 , pp. 28-33
    • Cho, J.M.1
  • 14
    • 17444432619 scopus 로고    scopus 로고
    • Detection of ophthalmic artery stenosis by least-mean squares backpropagation neural network
    • 10.1016/j.engappai.2004.10.002
    • Guler, I.; Ubeyli, E. D.; Detection of ophthalmic artery stenosis by least-mean squares backpropagation neural network. Engineering Applications of Artificial Intelligence 18(4):413-422, 2003.
    • (2003) Engineering Applications of Artificial Intelligence , vol.18 , Issue.4 , pp. 413-422
    • Guler, I.1    Ubeyli, E.D.2
  • 15
    • 17844395720 scopus 로고    scopus 로고
    • An investigation of neurofuzzy system in psychosomatic disorders
    • 10.1016/j.eswa.2004.12.024
    • Aruna, P.; Puviarasan, N.; Palaniappan, B.; An investigation of neurofuzzy system in psychosomatic disorders. Exp. Syst. Appl. 28(4):673-679, 2005.
    • (2005) Exp. Syst. Appl. , vol.28 , Issue.4 , pp. 673-679
    • Aruna, P.1    Puviarasan, N.2    Palaniappan, B.3
  • 17
    • 0030297904 scopus 로고    scopus 로고
    • Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes
    • 10.1016/S0895-4356(96)00002-9
    • Tu, J. V.; Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomes. J. Clin. Epidemiol. 49:1225-1231, 1996.
    • (1996) J. Clin. Epidemiol. , vol.49 , pp. 1225-1231
    • Tu, J.V.1
  • 18
    • 16244367427 scopus 로고    scopus 로고
    • A classifier based on the artificial neural networks for cardiologic auscultation in pediatrics
    • 10.1016/j.artmed.2004.07.008
    • Bhatikar, S. R.; DeGroff, C.; Mahajan, R. L.; A classifier based on the artificial neural networks for cardiologic auscultation in pediatrics. Artif. Intell. Med. 33(3):251-60, 2004.
    • (2004) Artif. Intell. Med. , vol.33 , Issue.3 , pp. 251-260
    • Bhatikar, S.R.1    Degroff, C.2    Mahajan, R.L.3
  • 19
    • 0033969016 scopus 로고    scopus 로고
    • Neural Network modeling for surgical decisions on traumatic brain injury patients
    • 10.1016/S1386-5056(99)00054-4
    • Li, Y.; Liu, L.; Chiu, W.; Jian, W.; Neural Network modeling for surgical decisions on traumatic brain injury patients. Int. J. Med. Inform. 57(1):1-9, 2000.
    • (2000) Int. J. Med. Inform. , vol.57 , Issue.1 , pp. 1-9
    • Li, Y.1    Liu, L.2    Chiu, W.3    Jian, W.4
  • 20
    • 0033005627 scopus 로고    scopus 로고
    • Measurement of Brain Structures with Artificial Neural Networks: Two and three dimensional applications
    • Magnotta, V. A.; Andreasen, N. C.; Heckel, D.; Cizadlo, T.; Corson, P. W.; Ehrhardt, J. C.; Yuh, W. T. C.; Measurement of Brain Structures with Artificial Neural Networks: Two and three dimensional applications. Radiology 211:781-90, 1999.
    • (1999) Radiology , vol.211 , pp. 781-790
    • Magnotta, V.A.1    Andreasen, N.C.2    Heckel, D.3    Cizadlo, T.4    Corson, P.W.5    Ehrhardt, J.C.6    Yuh, W.T.C.7
  • 21
    • 0030219951 scopus 로고    scopus 로고
    • Detection of seizure activity in EEG by an Artificial Neural Network: A preliminary study
    • 10.1006/cbmr.1996.0022
    • Pradhan, N.; Sadasivan, P. K.; Arunodaya, G. R.; Detection of seizure activity in EEG by an Artificial Neural Network: A preliminary study. Comput. Biomed. Res. 29(4):303-13, 1999.
    • (1999) Comput. Biomed. Res. , vol.29 , Issue.4 , pp. 303-313
    • Pradhan, N.1    Sadasivan, P.K.2    Arunodaya, G.R.3
  • 23
    • 0027565986 scopus 로고
    • A Neural Network that predicts psychiatric length of stay
    • Davis, G. E.; Lowell, W. E.; Davis, G. L.; A Neural Network that predicts psychiatric length of stay. MD Comput 10(2):87-92, 1993.
    • (1993) MD Comput , vol.10 , Issue.2 , pp. 87-92
    • Davis, G.E.1    Lowell, W.E.2    Davis, G.L.3
  • 25
  • 26
    • 0027601884 scopus 로고
    • ANFIS - Adaptive - Network - Based Fuzzy Inference System
    • 10.1109/21.256541
    • Jang, J. S. R.; ANFIS - Adaptive - Network - based Fuzzy Inference System. IEEE Trans. Syst. Man Cybern. 23(3):665-685, 1993.
    • (1993) IEEE Trans. Syst. Man Cybern. , vol.23 , Issue.3 , pp. 665-685
    • Jang, J.S.R.1
  • 28
    • 34248666540 scopus 로고
    • Fuzzy Sets
    • 219427 0139.24606 10.1016/S0019-9958(65)90241-X
    • Zadeh, L. A.; Fuzzy Sets. Inform. Control 8:338-353, 1965.
    • (1965) Inform. Control , vol.8 , pp. 338-353
    • Zadeh, L.A.1
  • 29
    • 0034906879 scopus 로고    scopus 로고
    • Fuzzy Logic and Its Applications in Medicine
    • 10.1016/S1386-5056(01)00160-5
    • Phuong, N. H.; Kreinovich, V.; Fuzzy Logic and Its Applications in Medicine. I. J. Med. Informatics 62(2):165-173, 2001.
    • (2001) I. J. Med. Informatics , vol.62 , Issue.2 , pp. 165-173
    • Phuong, N.H.1    Kreinovich, V.2
  • 30
    • 0024731136 scopus 로고
    • A fuzzy set theoretical approach to automatic analysis of nystagmic eye movements
    • 10.1109/10.35304
    • Arzi, M.; Magnin, M.; A fuzzy set theoretical approach to automatic analysis of nystagmic eye movements. IEEE Trans Biomed. Eng. 36(9):954-963, 1989.
    • (1989) IEEE Trans Biomed. Eng. , vol.36 , Issue.9 , pp. 954-963
    • Arzi, M.1    Magnin, M.2
  • 31
    • 34247489638 scopus 로고    scopus 로고
    • A New Approach to Diabetic Control: Fuzzy logic and Insulin Pump Technology
    • 10.1016/j.medengphy.2006.08.014
    • Grant, P.; A New Approach to Diabetic Control: Fuzzy logic and Insulin Pump Technology. Med Eng Phys 29(7):824-827, 2007.
    • (2007) Med Eng Phys , vol.29 , Issue.7 , pp. 824-827
    • Grant, P.1
  • 32
    • 0028532628 scopus 로고
    • Application of a fuzzy discrimination analysis for diagnosis of valvular heart disease
    • 10.1109/91.324806
    • Watanabe, H.; Yakowenko, W. J.; Kim, Y.-M.; Anbe, J.; Tobi, T.; Application of a fuzzy discrimination analysis for diagnosis of valvular heart disease. IEEE T. Fuzzy Syst. 2(4):267-276, 1994.
    • (1994) IEEE T. Fuzzy Syst. , vol.2 , Issue.4 , pp. 267-276
    • Watanabe, H.1    Yakowenko, W.J.2    Kim, Y.-M.3    Anbe, J.4    Tobi, T.5
  • 33
    • 0031239475 scopus 로고    scopus 로고
    • Fuzzy Logic in Computer-Aided Breast Cancer Diagnosis: Analysis of Lobulation
    • 10.1016/S0933-3657(97)00021-3
    • Kovalerchuk, B.; Triantaphyllou, E.; Ruiz, J. F.; Clayton, J.; Fuzzy Logic in Computer-Aided Breast Cancer Diagnosis: Analysis of Lobulation. Artif. Intell. Med. 11(1):75-885, 1997.
    • (1997) Artif. Intell. Med. , vol.11 , Issue.1 , pp. 75-885
    • Kovalerchuk, B.1    Triantaphyllou, E.2    Ruiz, J.F.3    Clayton, J.4
  • 34
    • 21244501795 scopus 로고    scopus 로고
    • Improved Sensitivity in the Diagnosis of Gastro-Intestinal Tumors by Fuzzy Logic based Tumor Marker Profiles including the Tumor M2-PK
    • Schineider, J.; Bitterlich, N.; Schulze, G.; Improved Sensitivity in the Diagnosis of Gastro-Intestinal Tumors by Fuzzy Logic based Tumor Marker Profiles including the Tumor M2-PK. International Journal of Cancer Research and Treatment 25(3):1507-1515, 2005.
    • (2005) International Journal of Cancer Research and Treatment , vol.25 , Issue.3 , pp. 1507-1515
    • Schineider, J.1    Bitterlich, N.2    Schulze, G.3
  • 37
    • 41149145110 scopus 로고    scopus 로고
    • Applications of Fuzzy Theory on Health Care: An Example of Depression Disorder Classification Based on FCM
    • Yu, S.-C.; Lin, Y.-H.; Applications of Fuzzy Theory on Health Care: An Example of Depression Disorder Classification Based on FCM. WSEAS Transactions on Information Science & Applications 5(1):31-36, 2008.
    • (2008) WSEAS Transactions on Information Science & Applications , vol.5 , Issue.1 , pp. 31-36
    • Yu, S.-C.1    Lin, Y.-H.2
  • 39
    • 62149131793 scopus 로고    scopus 로고
    • Fuzzy Logic-based Screening and Prediction of Adult Psychoses: A Novel Approach
    • 10.1109/TSMCA.2008.2010138
    • Chattopadhyay, S.; Pratihar, D. K.; De Sarkar, S. C.; Fuzzy Logic-based Screening and Prediction of Adult Psychoses: A Novel Approach. IEEE T. Syst. Man Cy A 39(2):381-387, 2009.
    • (2009) IEEE T. Syst. Man Cy A , vol.39 , Issue.2 , pp. 381-387
    • Chattopadhyay, S.1    Pratihar, D.K.2    De Sarkar, S.C.3
  • 40
    • 48649088824 scopus 로고    scopus 로고
    • Developing Fuzzy Classifiers to Predict the Chance of Occurrence of Adult Psychoses
    • 10.1016/j.knosys.2008.03.006
    • Chattopadhyay, S.; Pratihar, D. K.; De Sarkar, S. C.; Developing Fuzzy Classifiers to Predict the Chance of Occurrence of Adult Psychoses. Knowledge-based Systems 20:479-497, 2008.
    • (2008) Knowledge-based Systems , vol.20 , pp. 479-497
    • Chattopadhyay, S.1    Pratihar, D.K.2    De Sarkar, S.C.3
  • 47
    • 78349310738 scopus 로고    scopus 로고
    • Medical Diagnosis of Rheumatoid Arthritis Disease from Right and Left Hand Ulnar Artery Doppler Signals using ANFIS and MUSIC Methods
    • 10.1016/j.advengsoft.2010.10.001
    • Ozkan, A. O.; Sadik, K.; Salli, A.; Sakarya, M. E.; Gunes, S.; Medical Diagnosis of Rheumatoid Arthritis Disease from Right and Left Hand Ulnar Artery Doppler Signals using ANFIS and MUSIC Methods. Adv Eng Softw 41(12):1295-1301, 2010.
    • (2010) Adv Eng Softw , vol.41 , Issue.12 , pp. 1295-1301
    • Ozkan, A.O.1    Sadik, K.2    Salli, A.3    Sakarya, M.E.4    Gunes, S.5
  • 48
    • 33745015560 scopus 로고    scopus 로고
    • Cardiac state diagnosis using adaptive neuro fuzzy technique
    • 10.1016/j.medengphy.2005.11.011
    • Kannathal, N.; Lim, C. M.; Acharya, U. R.; Sadasivan, P. K.; Cardiac state diagnosis using adaptive neuro fuzzy technique. Med Eng Phys 28:809-815, 2006.
    • (2006) Med Eng Phys , vol.28 , pp. 809-815
    • Kannathal, N.1    Lim, C.M.2    Acharya, U.R.3    Sadasivan, P.K.4
  • 52
    • 0025489075 scopus 로고
    • Self Organizing Maps
    • 10.1109/5.58325
    • Kohonen, T.; Self Organizing Maps. Proc IEEE 78(9):1464-80, 1990.
    • (1990) Proc IEEE , vol.78 , Issue.9 , pp. 1464-1480
    • Kohonen, T.1
  • 53
    • 43749119183 scopus 로고    scopus 로고
    • Attributional style and depression
    • 10.1192/bjp.bp.107.038711
    • Ball, H. A.; McGuffin, P.; Farmer, A. E.; Attributional style and depression. Br. J. Psychiatry 192:275-278, 2008.
    • (2008) Br. J. Psychiatry , vol.192 , pp. 275-278
    • Ball, H.A.1    McGuffin, P.2    Farmer, A.E.3
  • 54
    • 0035118639 scopus 로고    scopus 로고
    • Cognitive deficits in depression: Possible implications for functional neuropathology
    • 10.1192/bjp.178.3.200
    • Austin, M. P.; Mitchell, P.; Goodwin, G. M.; Cognitive deficits in depression: Possible implications for functional neuropathology. Br. J. Psychiatry 178:200-206, 2001.
    • (2001) Br. J. Psychiatry , vol.178 , pp. 200-206
    • Austin, M.P.1    Mitchell, P.2    Goodwin, G.M.3
  • 55
    • 0028127423 scopus 로고
    • Association of age, sex, cognitive dysfunction, and disability with major depressive symptoms in an elderly sample
    • Forsell, Y.; Jorm, A. F.; Winblad, B.; Association of age, sex, cognitive dysfunction, and disability with major depressive symptoms in an elderly sample. Am. J. Psychiatry 151:1600-1604, 1994.
    • (1994) Am. J. Psychiatry , vol.151 , pp. 1600-1604
    • Forsell, Y.1    Jorm, A.F.2    Winblad, B.3
  • 56
    • 33845945922 scopus 로고
    • Coefficient alpha and the internal structure of tests
    • 10.1007/BF02310555
    • Cronbach, L. J.; Coefficient alpha and the internal structure of tests. Psychometrika 16:297-334, 1951.
    • (1951) Psychometrika , vol.16 , pp. 297-334
    • Cronbach, L.J.1
  • 57
    • 0000764772 scopus 로고
    • The use of multiple measurements in axonomic problems
    • Fisher, R. A. The use of multiple measurements in axonomic problems. Annals of Eugenics 7:179-188, 1936.
    • (1936) Annals of Eugenics , vol.7 , pp. 179-188
    • Fisher, R.A.1
  • 58
    • 0003585297 scopus 로고    scopus 로고
    • Morgan Kaufmann Publishers San Francisco, California USA 05951239
    • Han, J.; Kamber, M.; Data Mining Concepts and Techniques. Morgan Kaufmann Publishers, San Francisco, California USA, pp. 327-36, 2006.
    • (2006) Data Mining Concepts and Techniques , pp. 327-336
    • Han, J.1    Kamber, M.2
  • 59
    • 84974743850 scopus 로고
    • Fuzzy Model Identification Based on Cluster Estimation
    • Chiu, S.; Fuzzy Model Identification Based on Cluster Estimation. J. Int. Fuzzy Syst. 2(3):267-268, 1994.
    • (1994) J. Int. Fuzzy Syst. , vol.2 , Issue.3 , pp. 267-268
    • Chiu, S.1
  • 60
    • 0027601884 scopus 로고
    • ANFIS: Adaptive-Network-Based Fuzzy Inference System
    • 10.1109/21.256541
    • Shing, J.; Jang, R.; ANFIS: Adaptive-Network-Based Fuzzy Inference System. IEEE Trans. Syst. Man Cybern. 23(3):665-85, 1993.
    • (1993) IEEE Trans. Syst. Man Cybern. , vol.23 , Issue.3 , pp. 665-685
    • Shing, J.1    Jang, R.2


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