Skip to main content

The Semantics of Negation Detection in Archaeological Grey Literature

  • Conference paper
Metadata and Semantics Research (MTSR 2013)

Part of the book series: Communications in Computer and Information Science ((CCIS,volume 390))

Included in the following conference series:

Abstract

Archaeological reports contain a great deal of information that conveys facts and findings in different ways. This kind of information is highly relevant to the research and analysis of archaeological evidence but at the same time can be a hindrance for the accurate indexing of documents with respect to positive assertions. The paper presents a method for adapting the biomedicine oriented negation algorithm NegEx to the context of archaeology and discusses the evaluation results of the new modified negation detection module. The performance of the module is compared against a “Gold Standard” and evaluation results are encouraging, delivering overall 89% Precision, 80% Recall and 83% F-Measure scores. The paper addresses limitations and future improvements of the current work and highlights the need for ontological modelling to accommodate negative assertions. It concludes that adaptation of the NegEx algorithm to the archaeology domain is feasible and that rule-based information extraction techniques are capable of identifying a large portion of negated phrases from archaeological grey literature.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Chapter
USD 29.95
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
eBook
USD 39.99
Price excludes VAT (USA)
  • Available as PDF
  • Read on any device
  • Instant download
  • Own it forever
Softcover Book
USD 54.99
Price excludes VAT (USA)
  • Compact, lightweight edition
  • Dispatched in 3 to 5 business days
  • Free shipping worldwide - see info

Tax calculation will be finalised at checkout

Purchases are for personal use only

Institutional subscriptions

Preview

Unable to display preview. Download preview PDF.

Unable to display preview. Download preview PDF.

References

  1. O’Hara, K., Berners-Lee, T., Hall, W., Shadbolt, N.: Use of the Semantic Web in e-Research. The MIT Press, Cambridge (2010)

    Google Scholar 

  2. Bizer, C., Heath, T., Berners-Lee, T.: Linked Data - The Story So Far. International Journal on Semantic Web and Information Systems 5(3), 1–22 (2009)

    Article  Google Scholar 

  3. Horn, L.R.: A Natural History of Negation. University of Chicago Press, Chicago (1989)

    Google Scholar 

  4. Westbury, C.: Just say no: The evolutionary and developmental significance of negation in behavior and natural language. In: 3rd Conference The Evolution of Language, Paris (2000)

    Google Scholar 

  5. Blanco, E., Moldovan, D.: Semantic representation of negation using focus detection. In: 49th Annual Meeting of the Association for Computational Linguistics, Portland (2011)

    Google Scholar 

  6. Chapman, W.W., Bridewell, W., Hanbury, P., Cooper, G.F., Buchanan, B.G.: A Simple Algorithm for Identifying Negated Findings and Diseases in Discharge Summaries. Journal of Biomedical Informatics 34(5), 301–310 (2001)

    Article  Google Scholar 

  7. Maynard, D., Funk, A.: Automatic detection of political opinions in tweets. In: García-Castro, R., Fensel, D., Antoniou, G. (eds.) ESWC 2011. LNCS, vol. 7117, pp. 88–99. Springer, Heidelberg (2012)

    Chapter  Google Scholar 

  8. Goryachev, S., Sordo, M., Zeng, Q.T., Ngo, L.: Implementation and evaluation of four different methods of negation detection. Technical report. Harvard Medical School (2006)

    Google Scholar 

  9. Vlachidis, A., Tudhope, D.: A pilot investigation of information extraction in the semantic annotation of archaeological reports. International Journal of Metadata, Semantics and Ontologies 7(3), 222–235 (2012)

    Article  Google Scholar 

  10. Falkingham, G.: A whiter shade of grey: A new approach to archaeological grey literature using the XML version of the TEI guidelines. Internet Archaeology 17 (2005), http://intarch.ac.uk/journal/issue17/falkingham_index.html

  11. Vlachidis, A.: Semantic Indexing Via Knowledge Organisation Resources: Applying the CIDOC-CRM to Archaeological. PhD Thesis, University of Glamorgan, UK (2012)

    Google Scholar 

  12. 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. Web Semantics: Science, Services and Agents on the WWW 4(1), 14–28 (2006)

    Article  Google Scholar 

  13. Crofts, N., Doerr, M., Gill, T., Stead, S., Stiff, M.: Definition of the CIDOC Conceptual Reference Model, http://cidoc.ics.forth.gr/docs/cidoc_crm_version_5.0.1_Mar09.pdf

  14. Tudhope, D., May, K., Binding, C., Vlachidis, A.: Connecting archaeological data and grey literature via semantic cross search. Internet Archaeology 30 (2011), http://intarch.ac.uk/journal/issue30/tudhope_index.html

  15. Nadeau, D., Sekine, S.: A survey of named entity recognition and classification. Lingvisticae Investigationes 30(1), 3–26 (2007)

    Article  Google Scholar 

  16. Ruch, P., Baud, R., Geissbuhler, A., Rassinoux, A.M.: Comparing general and medical texts for information retrieval based on natural language processing: An inquiry into lexical disambiguation. Med-info. 10, 261–265 (2001)

    Google Scholar 

  17. Miller, G.A.: WordNet: A Lexical Database for English. Communications of the ACM 38(11), 39–41 (1995)

    Article  Google Scholar 

  18. Grishman, R., Sundheim, B.: Message Understanding Conference-6: A brief history. In: 16th International Conference on Computational Linguistics, Copenhagen (1996)

    Google Scholar 

  19. Doerr, M., Kritsotaki, A., Boutsika, K.: Factual argumentation-a core model for assertions making. Journal on Computing and Cultural Heritage 3(3), 1–34 (2011)

    Article  Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2013 Springer-Verlag Berlin Heidelberg

About this paper

Cite this paper

Vlachidis, A., Tudhope, D. (2013). The Semantics of Negation Detection in Archaeological Grey Literature. In: Garoufallou, E., Greenberg, J. (eds) Metadata and Semantics Research. MTSR 2013. Communications in Computer and Information Science, vol 390. Springer, Cham. https://doi.org/10.1007/978-3-319-03437-9_20

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-03437-9_20

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-03436-2

  • Online ISBN: 978-3-319-03437-9

  • eBook Packages: Computer ScienceComputer Science (R0)

Publish with us

Policies and ethics