D. Mark Chaput de Saintonge, M. J. Cookson (auth.), Jim's AIME 89: Second European Conference on Artificial PDF

By D. Mark Chaput de Saintonge, M. J. Cookson (auth.), Jim Hunter, John Cookson, Jeremy Wyatt (eds.)

ISBN-10: 3540515437

ISBN-13: 9783540515432

ISBN-10: 3642934374

ISBN-13: 9783642934377

The moment ecu convention on synthetic Intelligence in drugs the profitable assembly in Marseilles in 1987. As for AIME 87, the aim of AIME 89 was once to advertise medical interchange inside and among all subfields of AI in drugs, between researchers from around the world, and particularly from Europe. there have been periods on: wisdom elicidation and acquisition, architectures for scientific knowledge-based platforms, scientific purposes, technique, reasoning in keeping with physiological types, and uncertainty. it really is transparent shape the standard of papers provided, that the speed of improvement which happened among the Pavia assembly of 1985 and AIME 87 has been good maintained. With the release of the ecu Community's exploratory programme in complex Informatics in drugs in Europe, 1989 is obviously a vital yr for this self-discipline. AIME 89 supplied a tremendous discussion board which verified growth in a number of the tougher methodological difficulties, and advances within the software of those strategies to real-world medication. This quantity will be consulted via an individual who needs to understand the cutting-edge in clinical AI in Europe.

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Additional resources for AIME 89: Second European Conference on Artificial Intelligence in Medicine, London, August 29th–31st 1989. Proceedings

Example text

If when generating diagnostic rules, we would have enough learning examples, we could not get exact rules, that would be assessed by physician as poor because the learning set would include also rare special cases. This would force the learning algorithm to include more attributes in a decision rule and therefore the rules would better describe the patients. Another possibility of solving the same diagnostics problems is to use neural network's approach which includes all attributes at once in 'a diagnosis (Kononenko 89) and can also explain its decision (Kononenko 89a) but it can not encode a knowledge in a structural and symbolic form.

From the learning set 162 out of the 170 cases where classified correctly. From the test set 11 cases where incorrectly labelled by the program. The wrongly classified curves differed only one class from the judgments of the technicians. To see how consistent the partitioning algorithm worked, we shuffled the complete data base. This gave us a totally different training and test set. Vhen we performed the same analysis on these two sets of cases, the program found the same rules. This proved the consistency of our partitioning program.

Thesis, Faculty of Electrical and Computer Engineering, Ljubljana (in Slovenian). , Jauk A. & Janc T. (1988a) Induction of reliable decision rules, ISSEK Workshop, Udine, Sept. -13. , Janc T. & Pirnat V. (1988b) Experiments with Assistant 86 in rheumatology, Technical report (in Slovenian), Faculty of Electrical and Computer Engineering, Ljubljana. Kononenko I. (to appear). (1989) Bayesian neural networks, Biological Cybernetics, Kononenko I. (1989a) Interpretation of neural networks decisions, Proc.

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AIME 89: Second European Conference on Artificial Intelligence in Medicine, London, August 29th–31st 1989. Proceedings by D. Mark Chaput de Saintonge, M. J. Cookson (auth.), Jim Hunter, John Cookson, Jeremy Wyatt (eds.)


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