Abstract
This paper describes methods to enable efficient use and administration of a CBR system for teledermatology in which the users are assumed to be non-computer literate. In particular, a user-friendly interface to enable a general practitioner to decide a diagnosis with the minimum number of questions asked is proposed. Specifically, we propose a technique to improve the usefulness of a decision tree approach in terms of general rather than specific questions. Additionally, we describe a new technique to minimise the number of questions presented to the user in the query process for training the CBR system. Importantly we apply FCA technique to enable the consultant dermatologist to validate new knowledge and supervised the incremental learning of the CBR system.
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References
Wootton, R., Oakley, A.: Teledermatology. Royal Society of Medicine Press Ltd, London, UK (2002)
Tait, C.P., Clay, C.D.: Pilot Study of Store and Forward Teledermatology Services in Perth, Western Australia. Australian Journal of Dermatology, Research Report. Royal Perth Hospital, Australia (1999)
Watson, I.: Applying Case-Based Reasoning: Techniques for Enterprise Systems. Morgan Kaufmann Publishers, USA (1997)
Ganter, B., Wille, R.: Formal Concept Analysis: Mathematical Foundations. Springer, Heidelberg (1999)
Ganter, B.: Computing with Conceptual Structures. In: Proc. of the 8th International Conference on Conceptual Structure, Darmstadt, Springer, Heidelberg (2000)
Cole, R., Eklund, P., Amardeilh, F.: Browsing Semi-structured Texts on the Web using Formal Concept Analysis. Web Intelligence (2003)
Richards, D.: Visualizing Knowledge Based Systems. In: Proceedings of the 3rd Workshop on Software Visualization, Sydney, Australia, pp. 1–8 (1999)
DÃaz-Agudo, B., Gonzalez-Calero, P.A.: Formal Concept Analysis as a Support Technique for CBR. Knowledge-Based System 7, 39–59 (2001)
Ou, M.H., West, G.A.W., Lazarescu, M.: Dealing with Decision Costs in CBR in Medical Applications. In: Proceedings of the 16th Australian Joint Conference on Artificial Intelligence AI 2003, Perth, Australia, pp. 666–677 (2003)
Witten, I., Frank, E.: Data Mining: Practical Machine Learning Tools and Techniques with Java Implementations. Morgan Kaufmann Publishers, USA (2000)
Quinlan, J.R.: C4.5 Programs for Machine Learning. Morgan Kaufmann Publishers, USA (1993)
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© 2004 Springer-Verlag Berlin Heidelberg
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Ou, M.H., West, G.A.W., Lazarescu, M., Clay, C. (2004). User Friendly Decision Support Techniques in a Case-Based Reasoning System. In: Webb, G.I., Yu, X. (eds) AI 2004: Advances in Artificial Intelligence. AI 2004. Lecture Notes in Computer Science(), vol 3339. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-30549-1_62
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DOI: https://doi.org/10.1007/978-3-540-30549-1_62
Publisher Name: Springer, Berlin, Heidelberg
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