IJPAM: Volume 117, No. 2 (2017)

Title

RESEARCH WORK OF BACKPROPAGATION AND
LEVENBERG-MARKARDT ALGORITHMS FOR
RECOGNITION ON BIOMETRICS DATA

Authors

Margarita Todorova$^1$, Mario Petrov$^2$, Spas Trenchev$^3$
$^1$Department of Informatics
Faculty of Mathematics and Natural Science
South-West University "Neofit Rilski"
66, Ivan Mihailov Str., Blagoevgrad, 2700, BULGARIA
$^{2,3}$Department of Communication and Computer Engineering
Faculty of Engineering
South-West University "Neofit Rilski"
66, Ivan Mihailov Str., Blagoevgrad, 2700, BULGARIA

Abstract

In this work is presented a study of two algorithms for patterns recognition and classification to solving a specific application task. Three criteria are studied and compared: performance (execution time), the number of errors in classification and the influence of the selection and structuring of data.

History

Received: 2017-06-14
Revised: 2017-11-15
Published: December 23, 2017

AMS Classification, Key Words

AMS Subject Classification: 62H30, 68T10
Key Words and Phrases: pattern recognition, classification, clustering, feature extraction, feature selection, error estimation, neural networks

Download Section

Download paper from here.
You will need Adobe Acrobat reader. For more information and free download of the reader, see the Adobe Acrobat website.

Bibliography

1
Dutt V. C. I., „Different Approaches in Pattern Recognition, In: Computer Science and Engineering, Vol. 1, № 2, pp. 32-35, 2011.

2
Looney, C., Pattern Recognition Using Neural Networks, Oxford University Press, New York, 1997,
$http://www.cse.unr.edu/~looney/cs773b/1162C09.pdf$.

3
Rojas R., The Backpropagation Algorithm, $http://page.mi.fu-berlin.de/rojas/neural/chapter/K7.pdf$.

4
Dick de Ridder Jeroen de Ridder, M. J. T. Reinders, Pattern recognition in bioinformatics, In: Briefings in Bioinformatics. Vol. 14, № 5, pp. 633- 647, $https://academic.oup.com/bib/article-lookup/doi/10.1093/bib/bbt020$.

5
Pekalska, R.P.W. Duin and E., Pattern Recognition: Introduction and Terminology, 37 Steps e-book, 2015,
$http://www.prtools.org/files/PRTools4.1.pdf$

6
Neural Network Software, Backpropagation.html,
$http://www.learnartificialneuralnetworks.com/\\ backpropagation.html$

7
Lourakis M. I. A.,A Brief Description of the Levenberg-Marquardt Algorithm Implemened by levmar,
$http://users.ics.forth.gr/~lourakis/levmar/levmar.pdf$.

8
Mathworks, $https://www.mathworks.com/help/nnet/ref/ \\ trainlm.html?requestedDomain=www.mathworks.com$.

9
Semanticscholar.org:
$https://pdfs.semanticscholar.org/708a/ \\ e4da2eabd4b6a19471cfa7fd072537d499a8.pdf$.

10
PRTools, $http://www.37steps.com/prhtml/prtools/bpxnc.htm$

11
PRTools, $http://www.37steps.com/prhtml/prtools/ffnc.htm$

12
Classification Error, $http://www.gepsoft.com/gepsoft/ \\ APS3KB/Chapter09/Section2/SS01.htm$.

How to Cite?

DOI: 10.12732/ijpam.v117i2.8 How to cite this paper?

Source: International Journal of Pure and Applied Mathematics
ISSN printed version: 1311-8080
ISSN on-line version: 1314-3395
Year: 2017
Volume: 117
Issue: 2
Pages: 345 - 354


Google Scholar; DOI (International DOI Foundation); WorldCAT.

CC BY This work is licensed under the Creative Commons Attribution International License (CC BY).