An ANNs-based system for the diagnosis and treatment of diseases

The review of a prototype Medical Decision Making System based on a robust configuration of Artificial Neural Networks (ANNs) is the topic of this article. It is designed to cover a whole category of human diseases, as can be proved by the already adapted systems that covered Pulmonogical and Haematological Cases. Moreover, an inside view is provided on one of the most crucial topics: ANNs' learning procedure.

[1]  Nazif Tepedelenlioglu,et al.  A fast new algorithm for training feedforward neural networks , 1992, IEEE Trans. Signal Process..

[2]  G.-P.K. Economou,et al.  Medical decision making systems in pulmonology: a creative environment based on artificial neural networks , 1994, Proceedings of IEEE International Conference on Systems, Man and Cybernetics.

[3]  John Rand,et al.  Using neural networks to diagnose cancer , 1991, Journal of Medical Systems.

[4]  D.R. Hush,et al.  Progress in supervised neural networks , 1993, IEEE Signal Processing Magazine.

[5]  K. Henson-Mack,et al.  Integrating probabilistic and rule-based systems for clinical differential diagnosis , 1992, Proceedings IEEE Southeastcon '92.

[6]  Richard P. Lippmann,et al.  An introduction to computing with neural nets , 1987 .

[7]  T J O'Leary,et al.  Computer-assisted image interpretation: use of a neural network to differentiate tubular carcinoma from sclerosing adenosis. , 1992, Modern pathology : an official journal of the United States and Canadian Academy of Pathology, Inc.

[8]  G Hripcsak Problem-solving using neural networks. , 1988, M.D. computing : computers in medical practice.

[9]  Peter Szolovits,et al.  Categorical and Probabilistic Reasoning in Medical Diagnosis , 1990, Artif. Intell..

[10]  A Hart,et al.  Evaluating black-boxes as medical decision aids: issues arising from a study of neural networks. , 1990, Medical informatics = Medecine et informatique.

[11]  G.-P.K. Economou,et al.  FPGA implementation of artificial neural networks: an application on medical expert systems , 1994, Proceedings of the Fourth International Conference on Microelectronics for Neural Networks and Fuzzy Systems.

[12]  B H Mulsant,et al.  A neural network as an approach to clinical diagnosis. , 1990, M.D. computing : computers in medical practice.

[13]  Riccardo Poli,et al.  A neural network expert system for diagnosing and treating hypertension , 1991, Computer.

[14]  G A Gorry,et al.  Computer-assisted clinical decision-making. , 1973, Methods of information in medicine. Supplement.

[15]  E.H. Shortliffe,et al.  Knowledge engineering for medical decision making: A review of computer-based clinical decision aids , 1979, Proceedings of the IEEE.

[16]  Gorry Ga,et al.  Computer-assisted clinical decision-making. , 1973 .

[17]  J A Reggia Artificial neural systems in medical science and practice. , 1988, M.D. computing : computers in medical practice.

[18]  A P Dhawan An expert system for the early detection of melanoma using knowledge-based image analysis. , 1988, Analytical and quantitative cytology and histology.