Abstract
Although Case-Based Reasoning (CBR) claims to reduce the effort required for developing knowledge-based systems substantially compared with more traditional Artificial Intelligence approaches, the implementation of a CBR application from scratch is still a time consuming task. In this paper we present a novel, freely available tool for rapid prototyping of CBR applications that focuses on the similarity-based retrieval step, like for example case-based product recommender systems. By providing easy to use model generation, data import, similarity modeling, explanation, and testing functionality together with comfortable graphical user interfaces, the tool enables even CBR novices to rapidly create their first CBR applications. Nevertheless, at the same time it ensures enough flexibility to enable expert users to implement advanced CBR applications.
Access this chapter
Tax calculation will be finalised at checkout
Purchases are for personal use only
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Bello-Tomás, J., González-Calero, P.A., Díaz-Agudo, B.: JColibri: An Object-Oriented Framework for Building CBR Systems. In: Proceedings of the 7th European Conference on Case-Based Reasoning. Springer, Heidelberg (2004)
Schulz, S.: CBR-Works - A State-of-the-Art Shell for Case-Based Application Building. In: Proceedings of the 7th German Workshop on Case-Based Reasoning (GWCBR 1999) (1999)
Aamodt, A., Plaza, E.: Case-based Reasoning: Foundational Issues, Methodological Variations, and System Approaches. AI Communications 7(1), 39–59 (1994)
Bridge, D., Göker, M.H., McGinty, L., Smyth, B.: Case-based recommender systems. Knowledge Engineering Review 20(3) (2006)
Stahl, A.: Learning of Knowledge-Intensive Similarity Measures in Case-Based Reasoning, Dissertation.de, vol. 986 (2004)
Richter, M.M.: The Knowledge Contained in Similarity Measures. In: ICCBR 1995 (1995)
Gennari, J.H., Musen, M.A., Fergerson, R.W., Grosso, W.E., Crubézy, M., Eriksson, H., Noy, N.F., Tu, S.W.: The evolution of Protégé an environment for knowledge-based systems development. J. Hum.-Comput. Stud. 58(1), 89–123 (2003)
Bergmann, R., Stahl, A.: Similarity Measures for Object-Oriented Case Representations. In: Smyth, B., Cunningham, P. (eds.) EWCBR 1998. LNCS (LNAI), vol. 1488. Springer, Heidelberg (1998)
Bergmann, R.: On the Use of Taxonomies for Representing Case Features and Local Similarity Measures. In: Proceedings of the 6th German Workshop on Case-Based Reasoning (GWCBR 1998) (1998)
Lenz, M.: Case Retrieval Nets as a Model for Building Flexible Information Systems. Ph.D. Thesis, Humboldt University Berlin (1999)
Roth-Berghofer, T.R.: Explanations and Case-Based Reasoning: Foundational issues. In: Funk, P., González-Calero, P.A. (eds.) Advances in Case-Based Reasoning, pp. 389–403. Springer, Heidelberg (2004)
Schank, R.C.: Explanation Patterns: Understanding Mechanically and Creatively. Lawrence Erlbaum Associates, Hillsdale (1986)
Roth-Berghofer, T., Cassens, J., Sørmo, F.: Goals and kinds of explanations in case-based reasoning. In: Althoff, K.D., Dengel, A., Bergmann, R., Nick, M., Roth-Berghofer, T. (eds.) WM 2005: Professional Knowledge Management, Kaiserslautern, Germany, DFKI GmbH, pp. 264–268 (2005)
Bahls, D.: Explanation support for the case-based reasoning tool MYCBR. Project thesis, University of Kaiserslautern (2008)
Roth-Berghofer, T.R., Cassens, J.: Mapping goals and kinds of explanations to the knowledge containers of case-based reasoning systems. In: Muñoz-Ávila, H., Ricci, F. (eds.) ICCBR 2005. LNCS (LNAI), vol. 3620, pp. 451–464. Springer, Heidelberg (2005)
Bergmann, R., Wilke, W., Vollrath, I., Wess, S.: Integrating General Knowledge with Object-Oriented Case Representation and Reasoning. In: Proceedings of the 4th German Workshop on Case-Based Reasoning (GWCBR 1996) (1996)
Stahl, A., Gabel, T.: Using Evolution Programs to Learn Local Similarity Measures. In: Proceedings of the 5th International Conference on CBR. Springer, Heidelberg (2003)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2008 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Stahl, A., Roth-Berghofer, T.R. (2008). Rapid Prototyping of CBR Applications with the Open Source Tool myCBR. In: Althoff, KD., Bergmann, R., Minor, M., Hanft, A. (eds) Advances in Case-Based Reasoning. ECCBR 2008. Lecture Notes in Computer Science(), vol 5239. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-85502-6_42
Download citation
DOI: https://doi.org/10.1007/978-3-540-85502-6_42
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-85501-9
Online ISBN: 978-3-540-85502-6
eBook Packages: Computer ScienceComputer Science (R0)