Application of the fuzzy ART/MAP and MinMax/MAP neural network models to radiographic image classification

Artificial Intelligence in Medicine

Volumn 11, Issue 3, 1997, Pages 241-263

  Innocent, P R ^a   Barnes, M ^b   John, R ^a  

^a DE MONTFORT UNIVERSITY   (United Kingdom)

^b LEICESTER GENERAL HOSPITAL   (United Kingdom)

Author keywords

FUZZYART; MINMAX; Neural networks

Indexed keywords

BONE; DIAGNOSTIC RADIOGRAPHY; EXPERT SYSTEMS; FUZZY SETS; LEARNING SYSTEMS; MATHEMATICAL MODELS; PATTERN RECOGNITION;

NEURAL CLUSTERING METHODS;

NEURAL NETWORKS;

ARTICLE; ARTIFICIAL NEURAL NETWORK; CLASSIFICATION; EXPERT SYSTEM; IMAGE ANALYSIS; INFORMATION PROCESSING; MODEL; PRIORITY JOURNAL; RADIOGRAPHY; STRESS FRACTURE;

ATHLETIC INJURIES; BONE AND BONES; CLUSTER ANALYSIS; COMPUTER SIMULATION; FRACTURES, STRESS; FUZZY LOGIC; HUMANS; IMAGE INTERPRETATION, COMPUTER-ASSISTED; NEURAL NETWORKS (COMPUTER);

EID: 0031282033     PISSN: 09333657     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0933-3657(97)00032-8     Document Type: Article

References (22)

1. G. Bartfi, Hierarchical clustering with art neural networks, in: Proceedings of the IEEE International Conference on Neural Networks Vol. 2, IEEE World Congress On Computational Intelligence, Cat. No. 94 ch.3429-8) (1994) 940-944.
2. D. Buller, A. Buller, P.R. Innocent, W. Pawlak, Determining and classifying the region of interest in ultrasonic images of the breast using neural networks, J. Artif. Intell. Med. 8 (1996) 53-56.
3. G.A. Carpenter, S. Grossberg, A massively parallel architecture for a self-organizing neural pattern recognition machine, Comput. Vision. Graphics Image Processing 37 (1987) 54-115.
4. G.A. Carpenter, S. Grossberg, Art 2: Self organisation of stable category recognition codes for analog input patterns, J. Appl. Optics 26 (1987) 4919-4930.
5. G.A. Carpenter, S. Grossberg, N. Markuzan, J.H. Reynolds, D.B. Rosen, Fuzzy ARTMAP: A neural network architecture for incremental supervised learning of analog multidimensional maps, IEEE Trans. Neural Networks 3 (5) (1992) 698-712.
6. J. Cohen, A coefficient of agreement for nominal scales, J. Ed. Psychol. Measur. 20 (1960) 37-46.
7. J. Downs, R.F. Harrison, R.L. Kennedy, S.S. Cross, Application of the fuzzy ARTMAP neural network model to medical pattern classification tasks, J. Artif. Intell. Med. 8 (1996) 403-428.
8. J.G. Garrick, D.R. Webb, Sports Injuries: Diagnosis and Management, W.B. Saunders, Philadelphia, PA, 1990.
9. J. Harding, An investigation of the automatic pre-processing of shin images. Dissertation for MSc in Human-Computer Systems. Tech. Rep. Dept. of Computer Science, De Montfort University, Leicester, UK, (1993).
10. A. Hulkko, S. Orava, Delayed unions and non-unions of stress fractures in athletes, Am. J. Sports Med. 16 (1988) 378-382.
11. P.R. Innocent, FuzzyART and MinMax Neural Networks for Cluster Discovery, Tech. Rep. No. TR 96/6, Dept. of Computing Science, De Montfort University, Leicester, UK, (1996).
12. P.R. Innocent, M. Barnes, R. John, J. Keighley,. NeuroFuzzy Clustering Of Shin Images, in: E. Ifeachor (Ed.), Proc. 2nd Int. Conf. Neural Networks and Expert Systems in Medicine (NNESMED) (1996) 12-21.
13. C.C. Lee, Fuzzy Logic in control systems: Fuzzy Logic Controller, IEEE Trans. Syst. Man. Cyber. 20 (2) (1990) 419-435.
14. A.M. McBryde, Stress fracture in runners, J. Clin. Sports Med. 4 (1985) 737-747.
15. J. Puranen, The medial tibial syndrome: Exercise ischaemia in the medial fascial compartment of the leg, J. Bone Joint Surg. 56 (1974) 712-715.
16. A. J, Reggia, neural computation in medicine, Artif. Intell. Med. 5 (1993) 143-157.
17. L.C. Rzonca, W.J. Bayliss, Common sports injuries to the foot and leg, Clin. Ped. Med. Surg. 5 (3) (1988) 591-612.
18. S. Siegel, Nonparametric Statistics for the Behavioural Sciences, McGraw-Hill, 1956.
19. P.K. Simpson, Fuzzy Min-Max Neural Networks-Part 2: Clustering, IEEE Trans. Fuzzy Syst. 1 (1) (1993) 32-40.
20. L.A. Zadeh, Fuzzy sets, information and control, 8 (1965) 338-353.
21. L.A. Zadeh, Fuzzy logic and its application to approximate reasoning, Info. Process 74 (1974) 591-594.
22. J.M. Zurada, Introduction to artificial neural systems, West Publishing, MN, 1992.