A hybrid intelligent system for medical data classification

Expert Systems with Applications

Volumn 41, Issue 5, 2014, Pages 2239-2249

  Seera, Manjeevan ^a   Lim, Chee Peng ^b  

^a Intel Technology Malaysia Sdn Bhd   (Malaysia)

^b DEAKIN UNIVERSITY   (Australia)

Author keywords

Classification and regression tree; Fuzzy Min Max neural network; Hybrid intelligent systems; Medical decision support; Random forest

Indexed keywords

CLASSIFICATION AND REGRESSION TREE; FUZZY MIN-MAX NEURAL NETWORKS; HYBRID INTELLIGENT SYSTEM; MEDICAL DECISION SUPPORTS; RANDOM FORESTS;

CLASSIFICATION (OF INFORMATION); DECISION SUPPORT SYSTEMS; DECISION TREES; KNOWLEDGE BASED SYSTEMS; MEDICAL APPLICATIONS; NEURAL NETWORKS; REGRESSION ANALYSIS; TREES (MATHEMATICS);

INTELLIGENT SYSTEMS;

EID: 84890117327     PISSN: 09574174     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.eswa.2013.09.022     Document Type: Article

References (74)

1. H. Abe, M. Ohsaki, H. Yokoi, and T. Yamaguchi Implementing an integrated time-series data mining environment based on temporal pattern extraction methods: A case study of an interferon therapy risk mining for chronic Hepatitis New Frontiers in Artificial Intelligence, Lecture Notes in Computer Science 4012 2006 425 435 (Pubitemid 44072074)
2. R. Andrews, J. Diederich, and A.B. Tickle Survey and critique of techniques for extracting rules from trained artificial neural networks Knowledge-Based Systems 8 6 1995 373 389
3. M.S.H. Aung, P.J.G. Lisboa, T.A. Etchells, A.C. Testa, B. Van Calster, and S. Van Huffel Comparing analytical decision support models through boolean rule extraction: A case study of ovarian tumour malignancy Advances in Neural Networks, Lecture Notes in Computer Science 4492 2007 1177 1186 (Pubitemid 350270172)
4. A.T. Azar Fast neural network learning algorithms for medical applications Neural Computing and Applications 23 3-4 2013 1019 1034
5. G. Camps-Vails, E. Soria-Olivas, J.J. Perez-Ruixo, F. Perez-Cruz, A. Artes-Rodriguez, and N.V. Jimenez-Torres Therapeutic drug monitoring of kidney transplant recipients using profiled support vector machines IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 37 3 2007 359 372 (Pubitemid 46621539)
6. C.J. Carmona, P. González, M.J. Del Jesus, M. Navío-Acosta, and L. Jiménez-Trevino Evolutionary fuzzy rule extraction for subgroup discovery in a psychiatric emergency department Soft Computing 15 12 2010 2435 2448
7. G.A. Carpenter, and A. Tan Rule Extraction: from neural architecture to symbolic representation Connection Science 7 1995 3 27
8. D. Cascio, F. Fauci, R. Magro, G. Raso, R. Bellotti, and F. De Carlo Mammogram segmentation by contour searching and mass lesions classification with neural network IEEE Transactions on Nuclear Science 53 5 2006 2827 2833 (Pubitemid 44637033)
9. F. Chabat, D.M. Hansell, and G. Yang Computerized decision support in medical imaging IEEE Engineering in Medicine and Biology Magazine 19 5 2000 89 96
10. S. Coates, A. Clarke, G. Davison, and V. Patterson Tele-EEG in the UK: A report of over 1000 patients Journal of Telemedicine and Telecare 18 5 2012 243 246
11. E. Çomak, K. Polat, S. Güneş, and A. Arslan A new medical decision making system: Least square support vector machine (LSSVM) with fuzzy weighting pre-processing Expert Systems with Applications 32 2 2007 409 414 (Pubitemid 44647809)
12. D. Coyle, G. Prasad, and T.M. McGinnity Faster self-organizing fuzzy neural network training and a hyperparameter analysis for a brain-Computer Interface IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics 39 6 2009 1458 1471
13. D. Delen, G. Walker, and A. Kadam Predicting breast cancer survivability: A comparison of three data mining methods Artificial Intelligence in Medicine 34 2 2005 113 127 (Pubitemid 40719029)
14. J. Downs, R.F. Harrison, R.L. Kennedy, and S.S. Cross Application of the fuzzy ARTMAP neural network model to medical pattern classification tasks Artificial Intelligence in Medicine 8 4 1996 403 428 (Pubitemid 26273676)
15. G.P.K. Economou, P.D. Goumas, and K. Spiropoulos A novel medical decision support system Computing & Control Engineering Journal 7 4 1996 177 183 (Pubitemid 126654588)
16. B. Efron Bootstrap methods: Another look at the Jackknife The Annals of Statistics 7 1 1979 1 26
17. B. Efron, and R. Tibshirani An introduction to the bootstrap 1993 Chapman and Hall New York
18. T.P. Exarchos, A.T. Tzallas, D.I. Fotiadis, S. Konitsiotis, and S. Giannopoulos EEG transient event detection and classification using association rules IEEE Transactions on Information Technology in Biomedicine 10 3 2006 451 457 (Pubitemid 44194074)
19. S.J. Fakih, and T.K. Das LEAD: A methodology for learning efficient approaches to medical diagnosis IEEE Transactions on Information Technology in Biomedicine 10 2 2006 220 228
20. I.D. Falco Differential evolution for automatic rule extraction from medical databases Applied Soft Computing 13 2 2013 1265 1283
21. L. Franco, J.L. Subirats, I. Molina, E. Alba, and J.M. Jerez Early breast cancer prognosis prediction and rule extraction using a new constructive neural network algorithm Computational and Ambient Intelligence, Lecture Notes in Computer Science 4507 2007 1004 1011
22. S. Ghosh-Dastidar, H. Adeli, and N. Dadmehr Principal component analysis-enhanced cosine radial basis function neural network for robust epilepsy and seizure detection IEEE Transactions on Biomedical Engineering 55 2 2008 512 518
23. J. Han, M. Kamber, and J. Pei Data mining: Concepts and techniques 3rd ed. 2012 Morgan Kaufmann MA, USA
24. F. Hayes-Roth, D.A. Waterman, and D.B. Lenat Building expert systems 1983 Addison-Wesley London
25. C.M. Held, J.E. Heiss, P.A. Estevez, C.A. Perez, M. Garrido, and C. Algarin Extracting fuzzy rules from polysomnographic recordings for infant sleep classification IEEE Transactions on Biomedical Engineering 53 10 2006 1954 1962 (Pubitemid 44529614)
26. K. Huang, H. Yang, I. King, and M.R. Lyu Maximizing sensitivity in medical diagnosis using biased minimax probability machine IEEE Transactions on Biomedical Engineering 53 5 2006 821 831 (Pubitemid 43667741)
27. R. Isola, R. Carvalho, and A.K. Tripathy Knowledge discovery in medical systems using differential diagnosis, LAMSTAR, and k-NN IEEE Transactions on Information Technology in Biomedicine 16 6 2012 1287 1295
28. H. Kahramanli, and N. Allahverdi Extracting rules for classification problems: AIS based approach Expert Systems with Applications 36 7 2009 10494 10502
29. N.B. Karayiannis, A. Mukherjee, J.R. Glover, P.Y. Ktonas, J.D. Frost, and R.A. Hrachovy Detection of pseudosinusoidal epileptic seizure segments in the neonatal EEG by cascading a rule-based algorithm with a neural network IEEE Transactions on Biomedical Engineering 53 4 2006 633 641
30. W.C. Kinney Web-based clinical decision support system for triage of vestibular patients Otolaryngology-Head and Neck Surgery 128 1 2003 48 53 (Pubitemid 36246119)
31. C. Kondo, T. Kondo, and J. Ueno Three-dimensional medical image analysis of the heart by the revised GMDH-type neural network self-selecting optimum neural network architecture Artificial Life and Robotics 14 2 2009 123 128
32. T. Kondo, C. Kondo, S. Takao, and J. Ueno Feedback GMDH-type neural network algorithm and its application to medical image analysis of cancer of the liver Artificial Life and Robotics 15 3 2010 264 269
33. B. Kovalerchuk, E. Vityaev, and J.F. Ruiz Consistent knowledge discovery in medical diagnosis IEEE Engineering in Medicine and Biology Magazine 19 4 2000 26 37
34. M. Kwiatkowska, M.S. Atkins, N.T. Ayas, and C.F. Ryan Knowledge-based data analysis: First step toward the creation of clinical prediction rules using a new typicality measure IEEE Transactions on Information Technology in Biomedicine 11 6 2007 651 660 (Pubitemid 350142410)
35. C.P. Lim, J.H. Leong, and M.M. Kuan A hybrid neural network system for pattern classification tasks with missing features IEEE Transactions on Pattern Analysis and Machine Intelligence 27 4 2005 648 653
36. J.S. Lim Finding features for real-time premature ventricular contraction detection using a fuzzy neural network system IEEE Transactions on Neural Networks 20 3 2009 522 527
37. H. Lin Identification of spinal deformity classification with total curvature analysis and artificial neural network IEEE Transactions on Biomedical Engineering 55 1 2008 376 382 (Pubitemid 350308393)
38. C.K. Loo Accurate and reliable diagnosis and classification using probabilistic ensemble simplified fuzzy ARTMAP IEEE Transactions on Knowledge and Data Engineering 17 11 2005 1589 1593 (Pubitemid 41704845)
39. P. Luukka Classification based on fuzzy robust PCA algorithms and similarity classifier Expert Systems with Applications 36 4 2009 7463 7468
40. P. Luukka Feature selection using fuzzy entropy measures with similarity classifier Expert Systems with Applications 38 4 2011 4600 4607
41. Y.x. Ma, and S.-g. Wang The application of artificial neural network in medical meteorology Future Control and Automation, Lecture Notes in Electrical Engineering 172 2012 237 242
42. U. Markowska-Kaczmar, and R. Matkowski Experimental study of evolutionary based method of rule extraction from neural networks in medical data Applications in Medicine, Web Mining, Marketing, Image and Signal Mining, Lecture Notes in Computer Science 4065 2006 76 90 (Pubitemid 44124048)
43. P. Meesad, and G.G. Yen Combined numerical and linguistic knowledge representation and its application to medical diagnosis IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 33 2 2003 206 222
44. Newman, D. J., Hettich, S., Blake, C. L., & Merz, C. J. (2007). UCI Repository of machine learning databases. Irvine, CA: University of California, Department of Information and Computer Science. http://www.ics.uci.edu/mlearn/ MLRepository.html.
45. H.H. Örkcü, and H. Bal Comparing performances of backpropagation and genetic algorithms in the data classification Expert Systems with Applications 38 4 2011 3703 3709
46. A. Osareh, B. Shadgar, and R. Markham A computational-intelligence-based approach for detection of exudates in diabetic retinopathy images IEEE Transactions on Information Technology in Biomedicine 13 4 2009 535 545
47. S. Özşen, and S. Güneş Attribute weighting via genetic algorithms for attribute weighted artificial immune system (AWAIS) and its application to heart disease and liver disorders problems Expert Systems with Applications 36 1 2009 386 392
48. S.J. Pan, and Q. Yang A survey on transfer learning IEEE Transactions on Knowledge and Data Engineering 22 10 2010 1345 1359
49. E.I. Papageorgiou A new methodology for decisions in medical informatics using fuzzy cognitive maps based on fuzzy rule-extraction techniques Applied Soft Computing 11 1 2011 500 513
50. S.A. Pavlopoulos, and A. Delopoulos Designing and implementing the transition to a fully digital hospital IEEE Transactions on Information Technology in Biomedicine 3 1 1999 6 19
51. A. Picot, S. Charbonnier, and A. Caplier On-line detection of drowsiness using brain and visual information IEEE Transactions on Systems, Man and Cybernetics, Part A: Systems and Humans 42 3 2012 764 775
52. K. Polat, S. Şahan, H. Kodaz, and S. Güneş Breast cancer and liver disorders classification using artificial immune recognition system (AIRS) with performance evaluation by fuzzy resource allocation mechanism Expert Systems with Applications 32 1 2007 172 183 (Pubitemid 44311474)
53. R. Polikar Ensemble based systems in decision making IEEE Circuits and Systems Magazine 6 3 2006 21 45
54. A. Quteishat, and C.P. Lim A modified fuzzy min-max neural network with rule extraction and its application to fault detection and classification Applied Soft Computing 8 2 2008 985 995 (Pubitemid 350266493)
55. V.S.H. Rao, and M.N. Kumar A new intelligence-based approach for computer-aided diagnosis of dengue fever IEEE Transactions on Information Technology in Biomedicine 16 1 2012 112 118
56. M.X. Ribeiro, C. Traina, C. Traina, and P.M. Azevedo-Marques An association rule-based method to support medical image diagnosis with efficiency IEEE Transactions on Multimedia 10 2 2008 277 285
57. V.F. Rodriguez-Galiano, B. Ghimire, J. Rogan, M. Chica-Olmo, and J.P. Rigol-Sanchez An assessment of the effectiveness of a random forest classifier for land-cover classification ISPRS Journal of Photogrammetry and Remote Sensing 67 1 2012 93 104
58. E.W. Saad, and D.C. Wunsch Neural network explanation using inversion Neural Networks 20 2007 78 93 (Pubitemid 44960621)
59. J.C. Sanchez, D. Erdogmus, M.A.L. Nicolelis, J. Wessberg, and J.C. Principe Interpreting spatial and temporal neural activity through a recurrent neural network brain-machine interface IEEE Transactions on Neural Systems and Rehabilitation Engineering 13 2 2005 213 219 (Pubitemid 41017710)
60. M. Seera, C.P. Lim, D. Ishak, and H. Singh Fault detection and diagnosis of induction motors using motor current signature analysis and a hybrid FMM-CART model IEEE Transactions on Neural Networks and Learning Systems 23 1 2012 97 108
61. B.D. Sekar, M.-C. Dong, J. Shi, and X.Y. Hu Fused hierarchical neural networks for cardiovascular disease diagnosis IEEE Sensors Journal 12 3 2012 644 650
62. V. Srinivasan, C. Eswaran, and N. Sriraam Approximate entropy-based epileptic eeg detection using artificial neural networks IEEE Transactions on Information Technology in Biomedicine 11 3 2007 288 295 (Pubitemid 46758846)
63. R. Stoean, and C. Stoean Modeling medical decision making by support vector machines, explaining by rules of evolutionary algorithms with feature selection Expert Systems with Applications 40 7 2013 2677 2686
64. K. Suzuki, H. Abe, H. MacMahon, and K. Doi Image-processing technique for suppressing ribs in chest radiographs by means of massive training artificial neural network (MTANN) IEEE Transactions on Medical Imaging 25 4 2006 406 416
65. M.G. Tsipouras, T.P. Exarchos, D.I. Fotiadis, A.P. Kotsia, K.V. Vakalis, and K.K. Naka Automated diagnosis of coronary artery disease based on data mining and fuzzy modeling IEEE Transactions on Information Technology in Biomedicine 12 4 2008 447 458
66. M.G. Tsipouras, C. Voglis, and D.I. Fotiadis A framework for fuzzy expert system creation - Application to cardiovascular diseases IEEE Transactions on Biomedical Engineering 54 11 2007 2089 2105 (Pubitemid 350006069)
67. Tu, Z., S. Zheng, Yuille, A.L., Reiss, A.L., Dutton, R.A., Lee, A.D., Galaburda, A.M., Dinov, I., Thompson, P.M., & Toga, A.W. (2007). Automated extraction of the cortical sulci based on a supervised learning approach. In IEEE transactions on medical imaging (Vol. 26, No. 4, pp. 541-552). (Pubitemid 46527334)
68. S. Walczak Artificial neural network medical decision support tool: predicting transfusion requirements of ER patients IEEE Transactions on Information Technology in Biomedicine 9 3 2005 468 474 (Pubitemid 41388213)
69. L. Wang, and X. Fu Data mining with computational intelligence 2005 Springer-Verlag Berlin
70. L. Wang, F. Chu, and W. Xie Accurate cancer classification using expressions of very few genes IEEE/ACM Transactions on Computational Biology and Bioinformatics 4 1 2007 40 53 (Pubitemid 46375815)
71. Q. Wu, Y. Ye, Y. Liu, and M.K. Ng SNP selection and classification of genome-wide SNP data using stratified sampling random forests IEEE Transactions on NanoBioscience 11 3 2012 216 227
72. K.S. Yap, C.P. Lim, and M.T. Au Improved GART neural network model for pattern classification and rule extraction with application to power systems IEEE Transactions on Neural Networks 22 12 2011 2310 2323
73. Yohannes, Y., & Webb, P. (1999). Classification and regression trees. USA: International Food Policy Research Institute.
74. J. Zhang, M. Zulkernine, and A. Haque Random-forests-based network intrusion detection systems IEEE Transactions on Systems, Man, and Cybernetics, Part C: Applications and Reviews 38 5 2008 649 659