Publikation:

Semantification of Identifiers in Mathematics for Better Math Information Retrieval

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Datum

2016

Autor:innen

Grigorev, Alexey
Leich, Marcus
Cohl, Howard S.
Youssef, Abdou S.
Markl, Volker

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http://nbn-resolving.de/urn:nbn:de:bsz:352-2-14bopjdko3wqp9
DOI (zitierfähiger Link)
https://doi.org/10.1145/2911451.2911503
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Informatik und Informationswissenschaft: Publikationen
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Published

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PEREGO, Raffaele, ed. and others. SIGIR '16 : Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval. New York: ACM, 2016, pp. 135-144. ISBN 978-1-4503-4069-4. Available under: doi: 10.1145/2911451.2911503

Zusammenfassung

Mathematical formulae are essential in science, but face challenges of ambiguity, due to the use of a small number of identifiers to represent an immense number of concepts. Corresponding to word sense disambiguation in Natural Language Processing, we disambiguate mathematical identifiers. By regarding formulae and natural text as one monolithic information source, we are able to extract the semantics of identifiers in a process we term Mathematical Language Processing (MLP). As scientific communities tend to establish standard (identifier) notations, we use the document domain to infer the actual meaning of an identifier. Therefore, we adapt the software development concept of namespaces to mathematical notation. Thus, we learn namespace definitions by clustering theMLP results and mapping those clusters to subject classification schemata. In addition, this gives fundamental insights into the usage of mathematical notations in science, technology, engineering and mathematics. Our gold standard based evaluation shows thatMLP extracts relevant identifierdefinitions. Moreover, we discover that identifier namespaces improve the performance of automated identifier-definition extraction, and elevate it to a level that cannot be achieved within the document context alone.

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004 Informatik

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ACM SIGIR 2016, 18. Juli 2016 - 20. Juli 2016, Pisa
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ISO 690SCHUBOTZ, Moritz, Alexey GRIGOREV, Marcus LEICH, Howard S. COHL, Norman MEUSCHKE, Bela GIPP, Abdou S. YOUSSEF, Volker MARKL, 2016. Semantification of Identifiers in Mathematics for Better Math Information Retrieval. ACM SIGIR 2016. Pisa, 18. Juli 2016 - 20. Juli 2016. In: PEREGO, Raffaele, ed. and others. SIGIR '16 : Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval. New York: ACM, 2016, pp. 135-144. ISBN 978-1-4503-4069-4. Available under: doi: 10.1145/2911451.2911503
BibTex
@inproceedings{Schubotz2016Seman-34967,
  year={2016},
  doi={10.1145/2911451.2911503},
  title={Semantification of Identifiers in Mathematics for Better Math Information Retrieval},
  isbn={978-1-4503-4069-4},
  publisher={ACM},
  address={New York},
  booktitle={SIGIR '16 : Proceedings of the 39th International ACM SIGIR conference on Research and Development in Information Retrieval},
  pages={135--144},
  editor={Perego, Raffaele},
  author={Schubotz, Moritz and Grigorev, Alexey and Leich, Marcus and Cohl, Howard S. and Meuschke, Norman and Gipp, Bela and Youssef, Abdou S. and Markl, Volker}
}
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