Towards tracking semantic change by visual analytics

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ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, , ed.. 49 th Annual Meeting of the Association for Computational Linguistics 2011 : (ACL 2011) ; Portland, Oregon, USA, 19 - 24 June 2011. Red Hook: Curran, 2011, pp. 305-310. ISBN 978-1-61839-111-7
Zusammenfassung

This paper presents a new approach to detecting and tracking changes in word meaning by visually modeling and representing diachronic development in word contexts. Previous studies have shown that computational models are capable of clustering and disambiguating senses, a more recent trend investigates whether changes in word meaning can be tracked by automatic methods. The aim of our study is to offer a new instrument for investigating the diachronic development of word senses in a way that allows for a better understanding of the nature of semantic change in general. For this purpose we combine techniques from the field of Visual Analytics with unsupervised methods from Natural Language Processing, allowing for an interactive visual exploration of semantic change.

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400 Sprachwissenschaft, Linguistik
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Association for Computational Linguistics, 19. Juni 2011 - 24. Juni 2011, Portland, Oregon, USA
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ISO 690ROHRDANTZ, Christian, Annette HAUTLI-JANISZ, Thomas MAYER, Miriam BUTT, Daniel A. KEIM, Frans PLANK, 2011. Towards tracking semantic change by visual analytics. Association for Computational Linguistics. Portland, Oregon, USA, 19. Juni 2011 - 24. Juni 2011. In: ASSOCIATION FOR COMPUTATIONAL LINGUISTICS, , ed.. 49 th Annual Meeting of the Association for Computational Linguistics 2011 : (ACL 2011) ; Portland, Oregon, USA, 19 - 24 June 2011. Red Hook: Curran, 2011, pp. 305-310. ISBN 978-1-61839-111-7
BibTex
@inproceedings{Rohrdantz2011Towar-18638,
  year={2011},
  title={Towards tracking semantic change by visual analytics},
  isbn={978-1-61839-111-7},
  publisher={Curran},
  address={Red Hook},
  booktitle={49 th Annual Meeting of the Association for Computational Linguistics 2011 : (ACL 2011) ; Portland, Oregon, USA, 19 - 24 June 2011},
  pages={305--310},
  editor={Association for Computational Linguistics},
  author={Rohrdantz, Christian and Hautli-Janisz, Annette and Mayer, Thomas and Butt, Miriam and Keim, Daniel A. and Plank, Frans}
}
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