Abstract
This paper addresses the role of case-based reasoning in semantic search, and in particular, as it applies to Knowledge Sifter, an agent-based ontology-driven search system based on Web services. The Knowledge Sifter architecture is extended to include a case-based methodology for collaborative semantic search, including case creation, indexing and retrieval services. A collaborative filtering methodology is presented that uses stored cases as a way to improve user query specification, refinement and processing.
This is a preview of subscription content, log in via an institution to check access.
Preview
Unable to display preview. Download preview PDF.
Similar content being viewed by others
References
Kim, W., Kerschberg, L., Scime, A.: Learning for Automatic Personalization in a Semantic Taxonomy-Based Meta-Search Agent, Electronic Commerce Research and Applications (ECRA) 1, 2 (2002)
Kerschberg, L., Kim, W., Scime, A.: Personalizable semantic taxonomy-based search agent. USA: Patent Number 7,117,207, George Mason Intellectual Properties, Inc (Fairfax, VA) (October 3, 2006)
Kerschberg, L., Jeong, H., Kim, W.: Emergent Semantics in Knowledge Sifter: An Evolutionary Search Agent based on Semantic Web Services. In: Spaccapietra, S., Aberer, K., Cudré-Mauroux, P. (eds.) Journal on Data Semantics VI. LNCS, vol. 4090, pp. 187–209. Springer, Heidelberg (2006)
Morikawa, R., Kerschberg, L.: MAKO-PM: Just-in-Time Process Model. In: Althoff, K.-D., Dengel, A., Bergmann, R., Nick, M., Roth-Berghofer, T.R. (eds.) WM 2005. LNCS (LNAI), vol. 3782, pp. 688–698. Springer, Heidelberg (2005)
Miller, G.A.: WordNet a Lexical Database for English. Communications of the ACM 38(11), 39–41 (1995)
Menascé, D.A.: QoS Issues in Web Services. IEEE Internet Computing 72–75 (November/December 2002)
Fielding, R.: Architectural styles and the design of network-based software architectures. Ph. D. Dissertation, University of California at Irvine (2000)
Baeza-Yates, R., Ribeiro-Neto, B.: Modern Information Retrieval. ACM Press, New York (1999)
Smith, J.R., Schirling, P.: Metadata Standards Roundup. IEEE MultiMedia 13(2), 84–88 (2006)
Herlocker, J.L., Konstan, J.A., Borchers, A., Riedl, J.: An Algorithmic Framework for Performing Collaborative Filtering. SIGIR 230–237 (1999)
Porkaew, K., Chakrabarti, K.: Query refinement for multimedia similarity retrieval in MARS. ACM Multimedia (1), 235–238 (1999)
Wu, L., Faloutsos, C., Sycara, K., Payne, T.: Falcon: Feedback adaptive loop for content-based retrieval. In: Proceedings VLDB Conference, pp. 297–306 (2000)
Bradley, K., Smyth, B.: An Architecture for Case-Based Personalised Search. In: Funk, P., González Calero, P.A. (eds.) ECCBR 2004. LNCS (LNAI), vol. 3155, pp. 518–532. Springer, Heidelberg (2004)
Coyle, L., Doyle, D., Cunningham, P.: Representing Similarity for CBR in XML European Conference on Advances in Case-Based Reasoning, Spain (2004)
McCarthy, K., McGinty, L., Smyth, B., Salamo, M.: The Needs of the Many: A Case-Based Group Recommender System. In: Roth-Berghofer, T.R., Göker, M.H., Güvenir, H.A. (eds.) ECCBR 2006. LNCS (LNAI), vol. 4106, pp. 196–210. Springer, Heidelberg (2006)
Author information
Authors and Affiliations
Editor information
Rights and permissions
Copyright information
© 2007 Springer-Verlag Berlin Heidelberg
About this paper
Cite this paper
Kerschberg, L., Jeong, H., Song, Y.U., Kim, W. (2007). A Case-Based Framework for Collaborative Semantic Search in Knowledge Sifter. In: Weber, R.O., Richter, M.M. (eds) Case-Based Reasoning Research and Development. ICCBR 2007. Lecture Notes in Computer Science(), vol 4626. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-74141-1_2
Download citation
DOI: https://doi.org/10.1007/978-3-540-74141-1_2
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-74138-1
Online ISBN: 978-3-540-74141-1
eBook Packages: Computer ScienceComputer Science (R0)