以CIDOC CRM為基礎的影像資料庫知識探索之研究

The Study of Knowledge Discovery from Image Archives Based on CIDOC CRM

10.6146/univj.2011.15-1.05

林佳宏(Chia-Hung Lin)；洪聖豪(Sheng-Hao Hung)

語意網 ； 知識探索 ； 知識本體 ； 推論平台 ； Semantic Web ； Knowledge discovery ； CIDOC CRM ； Inference platform

大學圖書館

15卷1期（2011 / 03 / 01）

87 - 108

繁體中文

本研究主要是探討在語意網架構下建構一個推論平台的流程。藉著一個在文化遺產領域已成為國際標準的CIDOC CRM知識本體(ISO21127)，我們將影像作品詮釋資料的詮釋性知識與影像作品文字描述的概念性知識，作語意上的知識整合。目的是為了探索在異質性影像資料庫之間的隱性知識。本研究在影像資料庫知識探索的經驗與結果顯示，應用語意網常用的工具軟體所建構的推論平台，是可實際應用在現實生活異質性影像資料庫的整合。

This study presents core processes for developing an inference platform under the Semantic Web architecture to discover implicit knowledge dispersed among heterogeneous image archives. By using a well-designed core ontology in the cultural domain (CIDOC CRM, ISO21127), we semantically integrated real-life image archives with both administrative-level metadata and conceptual-level event knowledge described in free-texts. We discuss the need for a robust inference platform for real-life knowledge discovery and integration among heterogeneous image archives. Experimental results indicate the approach can be implemented in real-life applications.

1. AllPoster. Retrieved August 28, 2010, from http://www.poster.com/
2. Artcyclopedia. Retrieved August 28, 2010, from http://www.artcyclopedia.com
3. ASSERT. Automatic Statistical Semantic Role Tagger. Retrieved August 28, 2010, from http://cemantix.org/assert.html
4. CIDOC CRM, Retrieved August 28, 2010, from http://cidoc.ics.forth.gr/
5. Dublin Core Metadata Initiative. Retrieved August 28, 2010, from http://dublincore.org/
6. Louvre Museum. Retrieved August 28, 2010, from http://www.louvre.fr
7. Manchester Art Gallery. Retrieved August 28, 2010, from http://www.manchestergalleries.org/
8. Protégé. Retrieved August 28, 2010, from http://protege.stanford.edu/
9. Resource Description Framework (RDF). Retrieved August 28, 2010, from http://www.w3.org/RDF/
10. Rijksmuseum. Retrieved August 28, 2010, from http://www.rijksmuseum.nl/index.jsp
11. Sandia National Laboratories. Jess: the rule engine for the Java platform. Retrieved August 28, 2010, from http://herzberg.ca.sandia.gov/jess
12. The Metropolitan Museum of Art. Retrieved August 28, 2010, from http://www.metmuseum.org/
13. Web Gallery of Art. Retrieved August 28, 2010, from http://www.wga.hu/
14. Web Ontology Language (OWL). Retrieved August 28, 2010, from http://www.w3.org/2004/OWL/
15. Ian, H., Peter, F., Patel-Schneider, H. B., Said, T., Benjamin, G., & Mike, D. (2004). SWRL: A semantic web rule language combining OWL and RuleML. Acknowledged W3C Member Submission..
16. Baeza-Yates, R.,Ribeiro-Neto, B.(1999).Modern Information Retrieval.Harlow, England:Addison-Wesley.
17. Boeuf, L. P.(2001).FRBR and further.Cataloging and Classification Quarterly,32(4),15-22.
18. Boeuf, L. P.(2003).Technical Report FORTH ICSTechnical Report FORTH ICS,未出版
19. Doan, A.,Halevy, A. Y.(2005).Semantic integration research in the database community: A brief survey.AI Magazine,26(1),83-94.
20. Doerr, M.(2001).ICS/FORTH, Techincal ReportICS/FORTH, Techincal Report,未出版
21. Doerr, M.(2000).ICS/FORTH, Techincal ReportICS/FORTH, Techincal Report,未出版
22. Doerr, M.,LeBoeuf, P.(2007).Modelling intellectual processes: The FRBR -CRM harmonization.the CRM tutorial on the Annual CIDOC Conference,Gothenburg, Sweden:
23. Floridi, L.(Ed.)(2003).The Blackwell Guide to the Philosophy of Computing and Information.Malden, MA:Blackwell Publishing.
24. Gildea, D.,Jurafsky, D.(2002).Automatic labeling of semantic roles.Computational Linguistics,28(3),245-288.
25. Golbreich, C.(2004).Combining rule and ontology reasoners for the semantic web.RuleML 2004
26. Grubinger, M.,Clough, P.,Müller, H.,Deselaers, T.(2006).The IAPR TC-12 benchmark: A new evaluation resource for visual information systems..Proceedings of International Workshop OntoImage 2006 Language Resources for Content-Based Image Retrieval,Genoa, Italy:
27. Hollink, L.,Schreiber, G.,Wielemaker, J.,Wielinga, B.(2003).Semantic annotation of image collections.Workshop on Knowledge Markup and Semantic Annotation, KCAP'03
28. Jörgensen, C.(1998).Attributes of images in describing tasks.Information Processing and Management,34(2/3),161-174.
29. Kondylakis, H.,Doerr, M.,Plexousakis, D.(2006).FORTH-ICS, Technical ReportFORTH-ICS, Technical Report,未出版
30. Koomen, P.,Punyakanok, V.,Roth, D.,Yih, W.-t.(2005).Generalized inference with multiple semantic role labeling systems.Proceedings of the Ninth Conference on Computational Natural Language Learning (CoNLL),Stroudsburg, PA:
31. Lee , T. B.,Hengler, J.,Lassila, O.(2001).The semantic web.Scientific American,284(5),34-43.
32. Lindholm, J.,Patel, M.(2002).SFP-Metadata-ReviewSFP-Metadata-Review,未出版
33. Miller, A. G.(1995).WordNet: a lexical database for English.Communication of the ACM,38(11),39-41.
34. Pradhan, S.,Hacioglu, K.,Ward, W.,Martin, J. H.,Jurafsky, D.(2003).Semantic role parsing: Adding semantic structure to unstructured text.Proceedings of the third IEEE International Conference on Data Mining, ICDM '03,Los Alamitos:
35. Pradhan, S.,Ward, W.,Hacioglu, K.,Martin, J. H.,Jurafsky, D.(2004).Shallow semantic parsing using support vector machines.Proceedings of the Human Language Technology Conference of the North American Chapter of the Association for Computational Linguistics: HLTNAACL 2004,Boston:
36. Schreiber, A. T.,Dubbeldam, B.,Wielemaker, J.,Wielinga, B. J.(2001).Ontology based photo annotation.IEEE Intelligent Systems,16(3),66-74.
37. Tam, A. M.,Leung C. H. C.(2001).Structured natural-language descriptions for semantic content retrieval of visual materials.Journal of the American Society for Information Science and Technology,52(11),930-937.
38. Theodoridou, M.,Doerr, M.(2001).FORTH-ICS Technical ReportFORTH-ICS Technical Report,未出版
39. Trant, J.,Richmond, K.,Bearman, D.(2002).Open concepts: museum digital documentation for education through the AMICO Library.Art Libraries Journal,27(2),30-42.
40. Van Rijsbergen, C. T.(1979).Information Retrieval.Newton, MA:Butterworths Heinemann.