KFU. Card publication. About decomposition approach for solving the classification problem

KAZAN
FEDERAL UNIVERSITY

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ABOUT DECOMPOSITION APPROACH FOR SOLVING THE CLASSIFICATION PROBLEM

Form of presentation

Conference proceedings in international journals and collections

Year of publication

2016

Язык

английский

Authors, employees of KFU

Andrianova Anastasiya Aleksandrovna, author

Bibliographic description in the original language

Andrianova A.A. About decomposition approach for solving the classification problem. 11th International Conference on «Mesh methods for boundary-value problems and applications« IOP Publishing IOP Conf. Series: Materials Science and Engineering 158 (2016) 012006 doi:10.1088/1757-899X/158/1/012006

Annotation

11th International Conference on "Mesh methods for boundary-value problems and applications" IOP Publishing IOP Conf. Series: Materials Science and Engineering

Keywords

Support Vector Machine, decomposition methods, mathematical programming

The name of the journal

11th International Conference on "Mesh methods for boundary-value problems and applications" IOP Publishing IOP Conf. Series: Materials Science and Engineering

URL

http://iopscience.iop.org/article/10.1088/1757-899X/158/1/012006/pdf

Please use this ID to quote from or refer to the card

https://repository.kpfu.ru/eng/?p_id=153571&p_lang=2

Full metadata record

Field DC	Value	Language
dc.contributor.author	Andrianova Anastasiya Aleksandrovna	ru_RU
dc.date.accessioned	2016-01-01T00:00:00Z	ru_RU
dc.date.available	2016-01-01T00:00:00Z	ru_RU
dc.date.issued	2016	ru_RU
dc.identifier.citation	Andrianova A.A. About decomposition approach for solving the classification problem. 11th International Conference on «Mesh methods for boundary-value problems and applications« IOP Publishing IOP Conf. Series: Materials Science and Engineering 158 (2016) 012006 doi:10.1088/1757-899X/158/1/012006	ru_RU
dc.identifier.uri	https://repository.kpfu.ru/eng/?p_id=153571&p_lang=2	ru_RU
dc.description.abstract	11th International Conference on "Mesh methods for boundary-value problems and applications" IOP Publishing IOP Conf. Series: Materials Science and Engineering	ru_RU
dc.description.abstract	This article describes the features of the application of an algorithm with using of decomposition methods for solving the binary classification problem of constructing a linear classifier based on Support Vector Machine method. Application of decomposition reduces the volume of calculations, in particular, due to the emerging possibilities to build parallel versions of the algorithm, which is a very important advantage for the solution of problems with big data. The analysis of the results of computational experiments conducted using the decomposition approach. The experiment use known data set for binary classification problem	ru_RU
dc.language.iso	ru	ru_RU
dc.subject	Support Vector Machine	ru_RU
dc.subject	decomposition methods	ru_RU
dc.subject	mathematical programming	ru_RU
dc.title	About decomposition approach for solving the classification problem	ru_RU
dc.type	Conference proceedings in international journals and collections	ru_RU