Feature learning for information-extreme classifier

Moskalenko, Viacheslav Vasylovych; Moskalenko, А.; Korobov, A.

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Title	Feature learning for information-extreme classifier
Authors	Moskalenko, Viacheslav Vasylovych Moskalenko, А. Korobov, A.
ORCID	http://orcid.org/0000-0001-6275-9803
Keywords	coarse coding Fast Retina Keypoint feature extraction machine learning classifier information criterion машинное обучение классификатор информационный критерий машинне навчання класифікатор информаційний критерій
Type	Conference Papers
Date of Issue	2017
URI	http://essuir.sumdu.edu.ua/handle/123456789/55740
Publisher	Sumy State University
License	Copyright not evaluated
Citation	Korobov, A. Feature learning for information-extreme classifier [Текст] / A. Korobov, A. Moskalenko, V. Moskalenko // Advanced Information Systems and Technologies : proceedings of the V international scientific conference, Sumy, May 17-19 2017/ Edited by S.І. Protsenko, V.V. Shendryk. - Sumy : Sumy State University, 2017. - P. 92-94.
Abstract	The feature learning algorithm for information-extreme classifier by clustering of Fast Retina Keypoint binary descriptor, calculated for local features, and usage of spatial pyramid kernel for increasing noise immunity and informativeness of feature representation are considered. Proposed a method of parameters optimization for feature extractor and decision rules based on multi-level coarse features coding using information criterion and population-based search algorithm.
Appears in Collections:	Наукові видання (ЕлІТ)