- Issue
- Journal of Siberian Federal University. Mathematics & Physics. 2017 10 (3)
- Authors
- Bykova, Valentina V.; Mongush, Choduraa M.
- Contact information
- Bykova, Valentina V.: Institute of Mathematics and Computer Science, Siberian Federal University, Svobodny, 79, Krasnoyarsk, 660041, Russia; ; Mongush, Choduraa M.: Tuvan State University Lenina, 36, Kyzyl, Tuva, 667000, Institute of Mathematics and Computer Science, Siberian Federal University, Svobodny, 79, Krasnoyarsk, 660041, Russia;
- Keywords
- text mining; classification; Galois connection; formal concepts lattice; decomposition context
- Abstract
The statement of the problem of a binary classification by precedents using formal concept lattices is given, in which the initial data are two binary contexts. It is specified that this problem is intractable due to the high computational complexity of discovery process of the formal concept and constructing for them of the lattices. The decomposition reception, which allows reducing the computational complexity of this process is proposed and theoretically justified. The reduction of computational complexity is achieved by separation of every initial context on polynomial number of boxes (subcontexts), followed by a search of the formal concepts in each selected box. The results of computational experiments are presented and they confirm the effectiveness of the proposed of reception of the reducing computational complexity
- Pages
- 372–384
- Paper at repository of SibFU
- https://elib.sfu-kras.ru/handle/2311/33617
Journal of Siberian Federal University. Mathematics & Physics / On Algebraic Approach of R. Wille and B. Ganter in the Investigation of Texts
Full text (.pdf)