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@inproceedings{773672,
author = {Řehůřek, Radim and Sojka, Petr},
address = {Berlin, Heidelberg, New York},
booktitle = {Intelligent Computer Mathematics: AISC/Calculemus/MKM LNAI 5144},
edition = {první},
keywords = {machine learning; classification; categorization; similarity of mathematical papers; mathematical knowledge management; MSC;mathematical subject classification},
language = {eng},
location = {Berlin, Heidelberg, New York},
isbn = {978-3-540--85109-7},
pages = {543-557},
publisher = {Springer-Verlag},
title = {Automated Classification and Categorization of Mathematical Knowledge},
url = {http://events.cs.bham.ac.uk/cicm08/mkm08/},
year = {2008}
}
TY - JOUR
ID - 773672
AU - Řehůřek, Radim - Sojka, Petr
PY - 2008
TI - Automated Classification and Categorization of Mathematical Knowledge
PB - Springer-Verlag
CY - Berlin, Heidelberg, New York
SN - 9783540851097
KW - machine learning
KW - classification
KW - categorization
KW - similarity of mathematical papers
KW - mathematical knowledge management
KW - MSC;mathematical subject classification
UR - http://events.cs.bham.ac.uk/cicm08/mkm08/
N2 - There is a common Mathematics Subject Classification (MSC) System used for categorizing mathematical papers and knowledge. We present results of machine learning of the MSC on full texts of papers in the mathematical digital libraries DML-CZ and NUMDAM. The F1-measure achieved on classification task of top-level MSC categories exceeds 89%. We describe and evaluate our methods for measuring the similarity. of papers in the digital library based on paper full texts.
ER -
ŘEHŮŘEK, Radim and Petr SOJKA. Automated Classification and Categorization of Mathematical Knowledge. Online. In \textit{Intelligent Computer Mathematics: AISC/Calculemus/MKM LNAI 5144}. první. Berlin, Heidelberg, New York: Springer-Verlag, 2008. p.~543-557. ISBN~978-3-540--85109-7. [citováno 2024-04-23]
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