Application of autonomous neural network systems to medical pattern classification tasks
Tài liệu tham khảo
Cross, 1995, Introduction to Neural Networks, Lancet, 346, 1075, 10.1016/S0140-6736(95)91746-2
Apolloni, 1990, Diagnosis of epilepsy via backpropagation, II, 571
Bounds, 1990, A comparison of neural network and other pattern recognition approaches to the diagnosis of low back disorders, Neural Networks, 3, 583, 10.1016/0893-6080(90)90008-9
Harrison, 1991, A connectionist approach to the early diagnosis of myocardial infarction, 119
Downs, 1996, Application of the Fuzzy ARTMAP neural network model to medical pattern classification tasks, Artif. Intell. Med., 8, 403, 10.1016/0933-3657(95)00044-5
Rumelhart, 1986, Learning internal representation by error propagation, I, 318
Broomhead, 1988, Multivariate functional interpolation and adaptive networks, Complex Systems, 2, 321
Moody, 1989, Fast learning in networks of locally-tuned processing units, Neural Computat., 1, 281, 10.1162/neco.1989.1.2.281
Cybenko, 1989, Approximation by superposition of a sigmoidal function, Math. Control Sig. Syst., 2, 303, 10.1007/BF02551274
Girosi, 1990, Networks and the best approximation property, Biological Cybernetics, 63, 169, 10.1007/BF00195855
Fujita, 1992, Optimisation of the hidden unit function in feedforward neural networks, Neural Networks, 5, 755, 10.1016/S0893-6080(05)80136-4
Chen, 1993, Generating-shrinking algorithm for learning arbitrary classification, Neural Networks, 7, 1477, 10.1016/0893-6080(94)90093-0
Kadirkamanathan, 1993, A function approach to sequential learning with neural networks, Neural Computat., 5, 954, 10.1162/neco.1993.5.6.954
Fritzke, 1994, Growing cell structures-A self-organizing network for unsupervised and supervised learning, Neural Networks, 7, 1441, 10.1016/0893-6080(94)90091-4
Carpenter, 1987, A massively parallel architecture for a self-organising neural pattern recognition machine, Comput. Vision Graphics Image Process, 37, 54, 10.1016/S0734-189X(87)80014-2
Carpenter, 1988, The ART of adaptive pattern recognition by a self-organising neural network, IEEE Computer, 21, 77, 10.1109/2.33
Carpenter, 1991, ARTMAP: supervised real-time learning and classification of nonstationary data by a self-organising neural network, Neural Networks, 4, 565, 10.1016/0893-6080(91)90012-T
Carpenter, 1992, Fuzzy ARTMAP: a neural network architecture for incremental supervised learning of analog multidimensional maps, IEEE Trans. Neural Networks, 3, 698, 10.1109/72.159059
Carpenter, 1991, Fuzzy ART: fast stable learning and categorisation of analogue patterns by an adaptive resonance system, Neural Networks, 4, 759, 10.1016/0893-6080(91)90056-B
Specht, 1990, Probabilistic neural networks, Neural Networks, 3, 109, 10.1016/0893-6080(90)90049-Q
Parzen, 1962, On estimation of a probability density function and mode, Ann. Math. Stats., 33, 1065, 10.1214/aoms/1177704472
Specht, 1992, Enhancements to Probabilistic Neural Networks, I, 761
Burrascano, 1991, Learning vector quantisation for the probabilistic neural network, IEEE Trans. Neural Networks, 2, 458, 10.1109/72.88165
Lim, 1997, Modified Fuzzy ARTMAP approaches bayes optimal classification rates: an empirical demonstration, Neural Networks, 10, 755, 10.1016/S0893-6080(96)00112-8
C.P. Lim, R.F. Harrison, An incremental adaptive network for on-line, supervised learning and probability estimation, Neural Networks (in press).
Lim, 1996, Estimation of Bayesian a posteriori probability with an autonomously learning neural network, I, 199
Xu, 1992, Methods of combining multiple classifiers and their applications to handwriting recognition, IEEE Trans. Systems Man. Cybernetics, 22, 418, 10.1109/21.155943
Huang, 1995, A method of combining multiple experts for the recognition of unconstrained handwritten numerals, IEEE Trans. Pattern Analysis Machine Intell., 19, 90, 10.1109/34.368145
Ho, 1994, Decision combination in multiple classifier systems, IEEE Trans Pattern Analysis Machine Intell., 16, 66, 10.1109/34.273716
Parsons, 1994, Early identification of patients at low risk of death after myocardial infarction and potentially suitable for early hospital discharge, Br. Med. J., 308, 1006, 10.1136/bmj.308.6935.1006
Kennedy, 1996, Prediction of severe complications and mortality in patients admitted to a coronary care unit
Hanley, 1982, The meaning and use of the area under a receiver operating characteristic (ROC) curve, Radiology, 143, 29, 10.1148/radiology.143.1.7063747
Hanley, 1983, A method for comparing the areas under receiver operating characteristic curves derived from the same cases, Radiology, 148, 839, 10.1148/radiology.148.3.6878708
Swets, 1982
Meistrell, 1990, Evaluation of neural network performance by receiver operating characteristic analysis: examples from the biotechnology domain, Comput. Methods Programs Biomed., 32, 73, 10.1016/0169-2607(90)90087-P
Green, 1966
Harrison, 1994, Autonomously learning neural networks for clinical decision support, 15
Bland, 1987
1993
Yates, 1992, Preliminary analysis of the care of injured patients in 33 british hospitals: first report of the United Kingdom major trauma outcome study, Br. Med. J., 305, 737, 10.1136/bmj.305.6856.737
1995, Health Bulletin, 53, 55
Boyd, 1987, Evaluating trauma care: the TRISS method, J. Trauma, 27, 370, 10.1097/00005373-198704000-00005
Carpenter, 1995, Rule extraction: from neural architecture to symbolic representation, Connection Sci., 7, 3, 10.1080/09540099508915655
Lim, 1996, A multiple neural network architecture for sequential evidence aggregation and incomplete data classification