Detail výsledku

SVM CLASSIFIERS CREATION IN PARALLEL CONSTRAINED ENVIRONMENT

ŘEZNÍČEK, I.; ZEMČÍK, P.; HEROUT, A.; BERAN, V. SVM CLASSIFIERS CREATION IN PARALLEL CONSTRAINED ENVIRONMENT. In Proc. of the IADIS Int. Conf. - Computer Graphics, Visualization, Computer Vision and Image Processing, CGVCVIP 2010, Visual Commun., VC 2010, Web3DW 2010, Part of the MCCSIS 2010. Freiburg im Breissgau: IADIS, 2010. p. 535-538. ISBN: 978-972-8939-22-9.
Typ
článek ve sborníku konference
Jazyk
anglicky
Autoři
Řezníček Ivo, Ing., Ph.D., UIFS (FIT), UPGM (FIT)
Zemčík Pavel, prof. Dr. Ing., dr. h. c., UAMT (FEKT), UIFS (FIT), UPGM (FIT)
Herout Adam, prof. Ing., Ph.D., UIFS (FIT), UPGM (FIT)
Beran Vítězslav, doc. Ing., Ph.D., UIFS (FIT), UPGM (FIT)
Abstrakt

Support Vector Machines (SVM) classification is one of the most frequently used classification methods based on
machine learning used today. SVMs, however, are dependent on many parameters and settings and so it is suitable to
perform the learning process in many instances and evaluate what parameters and settings are suitable for each individual
case of data and task. This paper focuses on a novel framework that allows parametric training of SVM classifiers in
parallel computer environment which has certain constraints regarding the resources available to the training task and
duration of it. The framework is introduced and conclusions are drawn.

Klíčová slova

Support Vector Machine, SVM, Sun Grid Engine, dataset, Feature vectors, Parametric training

Rok
2010
Strany
535–538
Sborník
Proc. of the IADIS Int. Conf. - Computer Graphics, Visualization, Computer Vision and Image Processing, CGVCVIP 2010, Visual Commun., VC 2010, Web3DW 2010, Part of the MCCSIS 2010
Konference
IADIS Computer Graphics, Visualization, Computer Vision and Image Processing 2010
ISBN
978-972-8939-22-9
Vydavatel
IADIS
Místo
Freiburg im Breissgau
EID Scopus
2-s2.0-79955139245
BibTeX 
@inproceedings{BUT34829,
  author="Ivo {Řezníček} and Pavel {Zemčík} and Adam {Herout} and Vítězslav {Beran}",
  title="SVM CLASSIFIERS CREATION IN PARALLEL CONSTRAINED ENVIRONMENT",
  booktitle="Proc. of the IADIS Int. Conf. - Computer Graphics, Visualization, Computer Vision and Image Processing, CGVCVIP 2010, Visual Commun., VC 2010, Web3DW 2010, Part of the MCCSIS 2010",
  year="2010",
  pages="535--538",
  publisher="IADIS",
  address="Freiburg im Breissgau",
  isbn="978-972-8939-22-9"
}
Projekty
Centrum počítačové grafiky, MŠMT, Centra základního výzkumu, LC06008, zahájení: 2006-03-01, ukončení: 2011-12-31, ukončen
Výzkum informačních technologií z hlediska bezpečnosti, MŠMT, Institucionální prostředky SR ČR (např. VZ, VC), MSM0021630528, zahájení: 2007-01-01, ukončení: 2013-12-31, řešení
Výzkumné skupiny
Výzkumná skupina zpracování obrazu a videa (VZ VIDEO)
Pracoviště
Ústav počítačové grafiky a multimédií (UPGM)
Nahoru