id |
caadria2005_a_7a_d |
authors |
Chieh-Jen Lin, Mao-Lin Chiu |
year |
2005 |
title |
Ontology Based Design Knowledge Detective Agent |
doi |
https://doi.org/10.52842/conf.caadria.2005.239
|
source |
CAADRIA 2005 [Proceedings of the 10th International Conference on Computer Aided Architectural Design Research in Asia / ISBN 89-7141-648-3] New Delhi (India) 28-30 April 2005, vol. 1, pp. 239-250 |
summary |
Design knowledge abstracted from cases is important for designers. This paper is aimed to build an agent to detect those correlations between explicit features of design cases and relevant design problems. Using the data mining algorithm, we have accumulated a list of keywords about design problems and their relevant concept from textual information of a case library, and established their semantic ontology by clustering their semantic and sentence structural relations from previous studies. Meanwhile, we also established another hierarchical ontology of explicit design case features by applying design domain knowledge. Then, through mapping semantic relations of relevant keywords between two ontologies, the system will become more sensitive to the correlations of design case features and relevant design problems. Finally, a graphical interface is built to visualize these correlations and help user to recognize useful design knowledge cached in design cases. |
series |
CAADRIA |
email |
|
full text |
file.pdf (80,822 bytes) |
references |
Content-type: text/plain
|
Ahrens, K, Chung S.F. & Huang C. (2003)
Conceptual Metaphors: Ontology-based Representation and Corpora Driven Mapping Principles
, Proceedings of the ACL Workshop on the Lexicon and Figurative Language
|
|
|
|
Baeza-Yates, R. & B. Ribeiro-Neto (1999)
Modern Information Retrieval
, New York: Addison Wesley
|
|
|
|
Chen, H.C., Tobun D. Ng, J. Martinez, & B. R. Schatz (1997)
A Concept Space Approach to Addressing the Vocabulary Problem in Scientific Information Retrieval: an Experiment on the Worm Community System
, Journal of the American Society of Information Science, vol. 48, no. 1, pp. 17–31
|
|
|
|
Fensel, D. (2003)
Ontologies: A Silver Bullet for Knowledge Management and Electronic Commerce
, New York: Springer-Verlag
|
|
|
|
Gruber, T. R. (1993)
A Translation Approach to Portable Ontology Specifications
, Knowledge Acquisition, vol. 5, pp. 199–200
|
|
|
|
Lin, C.J. & M.L. Chiu (2003)
Smart Semantic Query of Design Information in A Case Library, Digital Design: Research and Practice
, Proceedings of the 10th International Conference on Computer Aided Architectural Design Futures (CAADFutures), Tainan, Taiwan, pp.125–135, Kluwer Academic Publishers
|
|
|
|
Lin, C.J. & M.L. Chiu (2004)
Design Knowledge Discovery in Cases ~ Human View vs. Machine View
, Proceedings of 9th International Conference on Computer Aided Architectural Design Research in Asia (CAADRIA), Seoul, Korea, pp. 265–274, Yonsei University Press
|
|
|
|
Maher, M. L., M.B. Balachandran, D.M. Zhang (1995)
Case-based Reasoning in Design
, Lawrence Erlbaum Associates, Inc., New Jersey
|
|
|
|
Pearce, M. & Goel, A. (et al.) (1992)
Case-Based Design Support: A Case Study in Architectural Design
, IEEE Expert, vol. 7, no. 5, pp. 14-20
|
|
|
|
Riesbeck, C. K. (1996)
What Next? The Future of Case-Based Reasoning in Post-Modern AI
, Case- Based Reasoning: Experiences, Lessons, & Future Directions, ed. David B. Leake, Cambridge: the MIT Press, 1996, pp. 371-388
|
|
|
|
Simoff, S.J. & M. Maher (1998)
Ontology-based Multimedia Data Mining for Design Information Retrieval
, Proceedings of ACSE Computing Congress. Cambridge
|
|
|
|
Witten, I. H. & E. Frank (2000)
Data Mining – Practical Machine Learning Tools and Techniques with JAVA Implementations
, San Francisco: Morgan Kaufmann
|
|
|
|
last changed |
2022/06/07 07:55 |
|