КФУ. Карточка публикации. About decomposition approach for solving the classification problem

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ABOUT DECOMPOSITION APPROACH FOR SOLVING THE CLASSIFICATION PROBLEM

Форма представления

Тезисы и материалы конференций в зарубежных журналах и сборниках

Год публикации

2016

Язык

английский

Авторы, сотрудники КФУ

Андрианова Анастасия Александровна, автор

Библиографическое описание на языке оригинала

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

Аннотация

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

Ключевые слова

Support Vector Machine, decomposition methods, mathematical programming

Название журнала

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

Пожалуйста, используйте этот идентификатор, чтобы цитировать или ссылаться на эту карточку

https://repository.kpfu.ru/?p_id=153571

Полная запись метаданных

Поле DC	Значение	Язык
dc.contributor.author	Андрианова Анастасия Александровна	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/?p_id=153571	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	Тезисы и материалы конференций в зарубежных журналах и сборниках	ru_RU