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Erschienen in:
Introduction to the Semantic Web Technologies Kapitel lesen Erstes Kapitel lesen

2011 | OriginalPaper | Buchkapitel

3. Semantic Annotations and Retrieval: Manual, Semiautomatic, and Automatic Generation

verfasst von : Dr. Kalina Bontcheva, Prof. Hamish Cunningham

Erschienen in: Handbook of Semantic Web Technologies

Verlag: Springer Berlin Heidelberg

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Abstract

The semantic annotation of textual Web content is key for the success of the Semantic Web. This entry reviews key approaches and state-of-the-art systems, as well as drawing conclusions on outstanding challenges and future work.
First, the problem of semantic annotation is defined and distinguished from other related research fields. Manual annotation tools are discussed next in the context of key requirements, such as support for diverse document formats, multiple ontologies, and collaborative, Web-based annotation.
Next, the entry discusses ontology-oriented, semiautomatic, and automatic systems, which typically target ontologies as their output format, but do not use them as a knowledge resource during semantic analysis. Then a number of more advanced ontology-based semantic annotation approaches are presented and compared to one another. Particular emphasis is on scalability (i.e., the ability to process millions of documents) and customization (i.e., how easy it is to adapt these systems to new domains and/or ontologies).
The semantic retrieval of documents enables users to find all documents that mention one or more instances from the ontology and/or relations. The queries can also mix free-text keywords, not just the annotations. Here different types of retrieval tools are reviewed, some of which provide document browsing functionality as well as search refinement capabilities. The entry then provides in-depth examples of three semantic annotation applications: the GATE framework, News Collector, and large-scale patent processing. Future issues to be addressed are making use of linked data, dealing with large-scale, highly ambiguous ontologies, multilinguality, lexicalization of ontologies, and from an implementational perspective, semantic annotation as a service.

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Vorheriges Kapitel Semantic Web Architecture
Nächstes Kapitel Semantic Annotation and Retrieval: RDF
Literatur
1.
McDowell, L.K., Cafarella, M.: Ontology-driven information extraction with OntoSyphon. In: Proceedings of the Fifth International Semantic Web Conference (ISWC 2006), Athens, GA. Lecture Notes in Computer Science, vol. 4273, pp. 428–444. Springer, Berlin (2006)
2.
Mahesh, K., Kud, J., Dixon, P.: Oracle at TREC8: a lexical approach. In: Proceedings of the Eighth Text Retrieval Conference (TREC-8), Gaithersburg (1999)
3.
Voorhees, E.: Using WordNet for text retrieval. In: Fellbaum, C. (ed.) WordNet: An Electronic Lexical Database, pp. 285–303. MIT Press, Cambridge (1998)
4.
Handschuh, S., Staab, S.: Authoring and annotation of web pages in CREAM. In: Proceedings of the 11th International World Wide Web Conference (WWW 2002), Honolulu (2002)
5.
Uren, V., Cimiano, P., Iria, J., Handschuh, S., Vargas-Vera, M., Motta, E., Ciravegna, F.: Semantic annotation for knowledge management: requirements and a survey of the state of the art. J Web Semant. 4(1), 14–28 (2006)CrossRef
6.
Schroeter, R., Hunter, J.: Annotating relationships between multiple mixed-media digital objects by extending Annotea. In: Proceedings of the Fourth European Semantic Web Conference (ESWC 2007), Innsbruck. Lecture Notes in Computer Science, vol. 4519, pp. 533–548. Springer, Berlin (2007)
7.
Halaschek-Wiener, C., Golbeck, J., Schain, A., Grove, M., Parsia, B., Hendler, J.A.: Annotation and provenance tracking in semantic web photo libraries. In: Proceedings of the International Provenance and Annotation Workshop (IPAW 2006), Chicago. Lecture Notes in Computer Science, vol. 4145. Springer, Berlin (2006)
8.
Defense Advanced Research Projects Agency: Proceedings of the Sixth Message Understanding Conference (MUC-6). Defense Advanced Research Projects Agency, Morgan Kaufmann, California (1995)
9.
10.
11.
Cunningham, H., Maynard, D., Bontcheva, K., Tablan, V.: GATE: A framework and graphical development environment for robust NLP tools and applications. In: Proceedings of the 40th Anniversary Meeting of the Association for Computational Linguistics (ACL 2002), Philadelphia (2002)
12.
Kogut, P., Holmes, W.: AeroDAML: applying information extraction to generate DAML annotations from web pages. In: First International Conference on Knowledge Capture (K-CAP 2001), Workshop on Knowledge Markup and Semantic Annotation, Victoria (2001)
13.
Fellbaum, C. (ed.): WordNet – An Electronic Lexical Database. MIT Press, Cambridge (1998)MATH
14.
Ciravegna, F., Wilks, Y.: Designing adaptive information extraction for the semantic web in Amilcare. In: Handschuh, S., Staab, S. (eds.) Annotation for the Semantic Web. IOS Press, Amsterdam (2003)
15.
Maynard, D., Tablan, V., Cunningham, H., Ursu, C., Saggion, H., Bontcheva, K., Wilks, Y.: Architectural elements of language engineering robustness. J. Nat. Lang. Eng. 8(2/3), 257–274 (2002). Special Issue on Robust Methods in Analysis of Natural Language Data
16.
Ciravegna, F.: Adaptive information extraction from text by rule induction and generalisation. In: Proceedings of the 17th International Joint Conference on Artificial Intelligence (IJCAI 2001), Seattle (2001)
17.
Ciravegna, F., Dingli, A., Petrelli, D., Wilks, Y.: User-system cooperation in document annotation based on information extraction. In: Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management (EKAW 2002), Siguenza, pp. 122–137 (2002)
18.
Motta, E., Vargas-Vera, M., Domingue, J., Lanzoni, M., Stutt, A., Ciravegna, F.: MnM: Ontology driven semi-automatic and automatic support for semantic markup. In: Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management (EKAW 2002), Siguenza, pp. 379–391 (2002)
19.
Handschuh, S., Staab, S., Ciravegna, F.: S-CREAM–semi-automatic CREAtion of metadata. In: Proceedings of the 13th International Conference on Knowledge Engineering and Knowledge Management (EKAW 2002), Siguenza, pp. 358–372 (2002)
20.
Handschuh, S., Staab, S., Maedche, A.: CREAM – creating relational metadata with a component-based, ontology-driven framework. In: Proceedings of the First International Conference on Knowledge Capture (K-CAP 2001), Victoria (2001)
21.
Baumgartner, R., Froelich, O., Gottlob, G.: The Lixto systems applications in business intelligence and semantic web. In: Proceedings of the Fourth European Semantic Web Conference (ESWC 2007), Innsbruck. Lecture Notes in Computer Science, vol. 4519, pp. 16–26. Springer, Berlin (2007)CrossRef
22.
Domingue, J., Dzbor, M., Motta, E.: Magpie: Supporting browsing and navigation on the semantic web. In: Nunes, N., Rich, C. (eds.) Proceedings of the ACM Conference on Intelligent User Interfaces (IUI 2004), Portugal, pp. 191–197 (2004)
23.
Gridinoc, L., Sabou, M., D’Aquin, M., Dzbor, M., Motta, E.: Semantic browsing with PowerMagpie. In: Proceedings of the Fifth European Semantic Web Conference on the Semantic Web (ESWC 2008), Tenerife. Lecture Notes in Computer Science, vol. 5021, pp. 802–806. Springer, Heidelberg (2008)
24.
Cimiano, P., Handschuh, S., Staab, S.: Towards the self-annotating web. In: Proceedings of the 13th International World Wide Web Conference (WWW 2004), New York (2004)
25.
Shchekotykhin, K.M., Jannach, D., Friedrich, G., Kozeruk, O.: AllRight: automatic ontology instantiation from tabular web documents. In: Proceedings of the Sixth International Semantic Web Conference and Second Asian Semantic Web Conference (ISWC/ASWC 2007), Busan. Lecture Notes in Computer Science, vol. 4825, pp. 466–479. Springer, Berlin (2007)
26.
Dill, S., Eiron, N., Gibson, D., Gruhl, D., Guha, R., Jhingran, A., Kanungo, T., Rajagopalan, S., Tomkins, A., Tomlin, J.A., Zien, J.Y.: SemTag and seeker: boot-strapping the semantic web via automated semantic annotation. In: Proceedings of the 12th International World Wide Web Conference (WWW 2003), Budapest (2003)
27.
Mahesh, K., Nirenburg, S., Cowie, J., Farwell, D.: An assessment of Cyc for natural language processing. Technical report MCCS report, New Mexico State University (1966)
28.
Popov, B., Kiryakov, A., Kirilov, A., Manov, D., Ognyanoff, D., Goranov, M.: KIM – semantic annotation platform. In: Proceedings of the Second International Semantic Web Conference (ISWC 2003), Sanibel Island. Lecture Notes in Computer Science, vol. 2870, pp. 484–499. Springer, Heidelberg (2003)
29.
Kiryakov, A., Popov, B., Ognyanoff, D., Manov, D., Kirilov, A., Goranov, M.: Semantic annotation, indexing and retrieval. J. Web Semant. 1(2), 671–680 (2004). ISWC 2003 Special Issue
30.
Mikheev, A., Moens, M., Grover, C.: Named entity recognition without gazetteers. In: Proceedings of the Ninth Conference of the European Chapter of the Association for Computational Linguistics (EACL 1999), Bergen, pp. 1–8 (1999)
31.
Li, Y., Bontcheva, K., Cunningham, H.: Hierarchical, perceptron-like learning for ontology based information extraction. In: Proceedings of the 16th International World Wide Web Conference (WWW 2007), Banff, pp. 777–786 (2007)
32.
Gruhl, D., Nagarajan, M., Pieper, J., Robson, C., Sheth, A.: Context and domain knowledge enhanced entity spotting in informal text. In: Proceedings of the Eighth International Semantic Web Conference (ISWC 2009), Chantilly. Lecture Notes in Computer Science, vol. 5823, pp. 260–276. Springer, Berlin (2009)
33.
Aswani, N., Bontcheva, K., Cunningham, H.: Mining information for instance unification. In: Proceedings of the Fifth International Semantic Web Conference (ISWC 2006), Athens. Lecture Notes in Computer Science, vol. 4273, pp. 329–342. Springer, Berlin (2006)
34.
Fernandez, N., Blazquez, J.M., Sanchez, L., Bernardi, A.: Identityrank: named entity disambiguation in the context of the NEWS project. In: Proceedings of the Fourth European Semantic Web Conference (ESWC 2007), Innsbruck. Lecture Notes in Computer Science, vol. 4519, pp. 604–654. Springer, Heidelberg (2007)
35.
Yankova, M., Saggion, H., Cunningham, H.: Adopting ontologies for multisource identity resolution. In: Duke, A., Hepp, M., Bontcheva, K., Vilain, M.B. (eds.) Proceedings of the First International Workshop on Ontology-supported Business Intelligence (OBI 2008), Karlsruhe. ACM International Conference Proceeding Series, vol. 308, p. 6. ACM, New York (2008)
36.
Ding, L., Finin, T., Joshi, A., Pan, R., Cost, R.S., Peng, Y., Reddivari, P., Doshi, V.C., Sachs, J.: Swoogle: a search and metadata engine for the semantic web. In: Proceedings of the 13th ACM Conference on Information and Knowledge Management (CIKM 2004), Washington, DC (2004)
37.
Hildebrand, M., van Ossenbruggen, J., Hardman, J.: /facet: a browser for heterogeneous semantic web repositories. In: Proceedings of the Fifth International Semantic Web Conference (ISWC 2006), Athens, GA. Lecture Notes in Computer Science, vol. 4273, pp. 272–285. Springer, Berlin (2006)
38.
Damljanovic, D., Agatonovic, M., Cunningham, H.: Natural language interfaces to ontologies: combining syntactic analysis and ontology-based lookup through the user interaction. In: Proceedings of the Seventh Extended Semantic Web Conference (ESWC 2010), Heraklion. Lecture Notes in Computer Science, vol. 6088, pp. 106–120. Springer, Heidelberg (2010)
39.
Lopez, V., Uren, V., Motta, E., Pasin, M.: Aqualog: an ontology-driven question answering system for organizational semantic intranets. J. Web Semant. 5(2), 72–105 (2007)CrossRef
40.
Kaufmann, E., Bernstein, A.: How useful are natural language interfaces to the semantic web for casual end-users? In: Proceedings of the Fourth European Semantic Web Conference (ESWC 2007), Innsbruck. Lecture Notes in Computer Science, vol. 4519. Springer, Berlin (2007)
41.
Funk, A., Tablan, V., Bontcheva, K., Cunningham, H., Davis, B., Handschuh, S.: CLOnE: controlled language for ontology editing. In: Proceedings of the Sixth International Semantic Web Conference (ISWC 2007), Busan. Lecture Notes in Computer Science, vol. 4825, pp. 142–155. Springer, Berlin (2007)
42.
Bernstein, A., Kaufmann, E.: GINO – a guided input natural language ontology editor. In: Proceedings of the Fifth International Semantic Web Conference (ISWC 2006), Athens. Lecture Notes in Computer Science, vol. 4273, pp. 144–157. Springer, Berlin (2006)
43.
Damljanovic, D., Bontcheva, K.: Enhanced semantic access to software artefacts. In: Proceedings of the Fourth International Workshop on Semantic Web Enabled Software Engineering (SWESE 2008), Karlsruhe (2008)
44.
Lei, Y., Uren, V., Motta, E.: Semsearch: a search engine for the semantic web. In: Managing Knowledge in a World of Networks, pp. 238–245. Springer, Berlin/Heidelberg (2006)
45.
Cimiano, P., Voelker, J.: Text2Onto – a framework for ontology learning and data-driven change discovery. In: Proceedings of the 10th International Conference on Applications of Natural Language to Information Systems (NLDB 2005), Alicante (2005)
46.
Sabou, M.: From software APIs to web service ontologies: a semi-automatic extraction method. In: Proceedings of the Third International Semantic Web Conference (ISWC 2004), Hiroshima. Lecture Notes in Computer Science, vol. 3298, pp. 410–424. Springer, Berlin (2004)
47.
Maynard, D., Funk, A., Peters, W.: Using lexico-syntactic ontology design patterns for ontology creation and population. In: Proceedings of the ISWC Workshop on Ontology Patterns (WOP 2009), Washington, DC (2009)
48.
van Rijsbergen, C.: Information Retrieval. Butterworths, London (1979)
49.
Maynard, D., Peters, W., Li, Y.: Metrics for evaluation of ontology-based information extraction. In: Proceedings of the Fourth International Workshop on Evaluation of Ontologies for the Web (EON 2006) at the 15th International World Wide Web Conference (WWW 2006), Edinburgh (2006)
50.
Cimiano, P., Staab, S., Tane, J.: Automatic acquisition of taxonomies from text: FCA meets NLP. In: Proceedings of the ECML/PKDD Workshop on Adaptive Text Extraction and Mining, Cavtat-Dubrovnik, Croatia, pp. 10–17 (2003)
51.
Kiryakov, A.: OWLIM: balancing between scalable repository and light-weight reasoner. In: Proceedings of the 15th International World Wide Web Conference (WWW 2006), Edinburgh (2006)
52.
Agatonovic, M., Aswani, N., Bontcheva, K., Cunningham, H., Heitz, T., Li, Y., Roberts, I., Tablan, V.: Large-scale, parallel automatic patent annotation. In: Proceedings of First International CIKM Workshop on Patent Information Retrieval (PaIR 2008), Napa Valley (2008)
53.
Buitelaar, P., Cimiano, P., Haase, P., Sintek, M.: Towards linguistically grounded ontologies. In: Proceedings of the Sixth European Semantic Web Conference (ESWC 2009), Heraklion. Lecture Notes in Computer Science, vol. 5554, pp. 111–125. Springer, Heidelberg (2009)
Metadaten
Titel
Semantic Annotations and Retrieval: Manual, Semiautomatic, and Automatic Generation
verfasst von
Dr. Kalina Bontcheva
Prof. Hamish Cunningham
Copyright-Jahr
2011
Verlag
Springer Berlin Heidelberg
Buch
Handbook of Semantic Web Technologies

Print ISBN: 978-3-540-92912-3

Electronic ISBN: 978-3-540-92913-0

Copyright-Jahr: 2011

DOI
https://doi.org/10.1007/978-3-540-92913-0_3