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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 a Petr SOJKA. Automated Classification and Categorization of Mathematical Knowledge. In \textit{Intelligent Computer Mathematics: AISC/Calculemus/MKM LNAI 5144}. první. Berlin, Heidelberg, New York: Springer-Verlag, 2008, s.~543-557. ISBN~978-3-540--85109-7.
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