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Towards the Self-Annotating Web (2004)

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by Philipp Cimiano , Siegfried Handschuh , Siegfried H , Steffen Staab
Citations:117 - 10 self
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BibTeX

@MISC{Cimiano04towardsthe,
    author = {Philipp Cimiano and Siegfried Handschuh and Siegfried H and Steffen Staab},
    title = {Towards the Self-Annotating Web},
    year = {2004}
}

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Abstract

The success of the Semantic Web depends on the availability of ontologies as well as on the proliferation of web pages annotated with metadata conforming to these ontologies. Thus, a crucial question is where to acquire these metadata. In this paper we propose PANKOW (Pattern-based Annotation through Knowledge on the Web), a method which employs an unsupervised, pattern-based approach to categorize instances with regard to an ontology. The approach is evaluated against the manual annotations of two human subjects. The approach is implemented in OntoMat, an annotation tool for the Semantic Web and shows very promising results.

Citations

500 Assessing agreement on classification tasks: the kappa statistic - Carletta - 1996
227 Some advances in transformation-based part of speech tagging - Brill
178 Finding parts in very large corpora - Berland, Charniak - 1999
116 Adaptive Information Extraction from Text by Rule Induction and Generalisation - Ciravegna - 2001
83 Enriching very large ontologies using the WWW - Agirre, Ansa, et al. - 2000
22 Extending a lexical ontology by a combination of distributional semantics signatures - Alfonseca, Manandhar - 2002
17 Fastus: A finite state processor for information extraction from real world text - Appelt, Hobbs, et al. - 1993
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