Abstract
This paper presents Objectdirected Case Retrieval Nets, a memory model developed for an application of Case-Based Reasoning to the task of technical diagnosis. The key idea is to store cases, i.e. observed symptoms and diagnoses, in a network and to enhance this network with an object model encoding knowledge about the devices in the application domain.
Preview
Unable to display preview. Download preview PDF.
References
E. Auriol, S. Weß, M. Manago, K.-D. Althoff, and R. Traphöner. Inreca: A seamlessly integrated system based on inductive inference and case-based reasoning. In M. M. Veloso and A. Aamodt, editors, Case-Based Reasoning Research and Development (Proceedings of the First International Conference on CBR, ICCBR-95), Lecture Notes in Artificial Intelligence 1010, pages 371–380. Springer Verlag, 1995.
R. Bergmann, W. Wilke, I. Vollrath, and S. Weß. Integrating general knowledge with object-oriented case representation and reasoning. In H.-D. Burkhard and M. Lenz, editors, 4th German Workshop on CBR — System Development and Evaluation, pages 120–127, Berlin, 1996. Humboldt University.
M. G. Brown. A Memory Model for Case Retrieval by Activation Passing. PhD thesis, University of Manchester, 1994.
M. G. Brown. An underlying memory model to support case retrieval. In S. Weß, K.-D. Althoff, and M. M. Richter, editors, Topics in Case-Based Reasoning, Proceedings EWCBR-93, pages 132–143. Springer Verlag, 1994.
H.-D. Burkhard and M. Lenz. Case Retrieval Nets: Basic ideas and extensions. In H.-D. Burkhard and M. Lenz, editors, 4th German Workshop on CBR — System Development and Evaluation, — pages 103–110, Berlin, 1996. Humboldt University.
H.-D. Burkhard and P. Pirk. Technical diagnosis: Fallexperte-D. In H.-D. Burkhard and M. Lenz, editors, 4th German Workshop on CBR — System Development and Evaluation —, Berlin, 1996. Humboldt University.
M. Lenz. Case-based reasoning for holiday planning. In W. Schertler, B. Schmid, A. M. Tjoa, and H. Werthner, editors, Information and Communications Technologies in Tourism, pages 126–132. Springer Verlag, 1994.
M. Lenz, E. Auriol, H.-D. Burkhard, M. Manago, and P. Pirk. CBR für Diagnose und Entscheidungsunterstützung. Künstliche Intelligenz, Themenheft Fallbasiertes Schließen, 10(1):16–21, 1996.
M. Lenz and H.-D. Burkhard. Case Retrieval Nets: Basic ideas and extensions. In accepted for: KI-96, 1996.
M. Lenz and H.-D. Burkhard. Lazy propagation in Case Retrieval Nets. In W. Wahlster, editor, Proceedings 12th European Conference On Artificial Intelligence, pages 127–131, Los Angeles, 1996. John Wiley and Sons.
E. L. Rissland, D. B. Skalak, and M. T. Friedman. Case retrieval through multiple indexing and heuristic search. In Proceedings 13th International Joint Conference On Artificial Intelligence, pages 902–908, 1993.
J. W. Schaaf. ”Fish and Sink“: An anytime-algorithm to retrieve adequate cases. In M. M. Veloso and A. Aamodt, editors, Case-Based Reasoning Research and Development (Proceedings of the First International Conference on CBR, ICCBR-95), Lecture Notes in Artificial Intelligence 1010, pages 538–547. Springer Verlag, 1995.
A. Tversky. Features of similarity. Psychological Review, 84:327–352, 1977.
S. Weß. Fallbasiertes Problemlösen in wissensbasierten Systemen zur Entscheidungsunterstützung und Diagnostik. PhD thesis, Universität Kaiserslautern, 1995.
S. Weß, K.-D. Althoff, and G. Derwand. Using kd-trees to improve the retrieval step in case-based reasoning. In S. Weß, K.-D. Althoff, and M. M. Richter, editors, Topics in Case-Based Reasoning, Proceedings EWCBR-93, pages 167–181. Springer Verlag, 1994.
M. Wolverton. An investigation of marker-passing algorithms for analogue retrieval. In M. M. Veloso and A. Aamodt, editors, Case-Based Reasoning Research and Development (Proceedings of the First International Conference on CBR, ICCBR-95), Lecture Notes in Artificial Intelligence 1010, pages 359–370. Springer Verlag, 1995.
M. Wolverton and B. Hayes-Roth. Retrieving semantically distant analogies with knowledge-directed spreading activation. In Proceedings AAAI-94, 1994.
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 1996 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Lenz, M., Burkhard, HD., Brückner, S. (1996). Applying case retrieval nets to diagnostic tasks in technical domains. In: Smith, I., Faltings, B. (eds) Advances in Case-Based Reasoning. EWCBR 1996. Lecture Notes in Computer Science, vol 1168. Springer, Berlin, Heidelberg. https://doi.org/10.1007/BFb0020613
Download citation
DOI: https://doi.org/10.1007/BFb0020613
Published:
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-61955-0
Online ISBN: 978-3-540-49568-0
eBook Packages: Springer Book Archive