Kniha Iris Recognition Kaushik Roy

Iris Recognition

A Machine Learning Approach

Jazyk: Angličtina
Vazba: Brožovaná
Vydavatel: VDM Verlag
Dostupnost: Skladem u dodavatele
Odesíláme za 9-15 dnů
1 377
The increasing demand for enhanced security in the §daily life has directed the improvement of the §...

Informace o knize

Jazyk
Angličtina
Vazba
Kniha - Brožovaná
Vydáno
2008
Stránek
156
EAN
9783639082593
ISBN
3639082591
Enbook ID
06817465
Vydavatel
Hmotnost
218
Rozměry
152 x 229 x 8

Kompletní popis

The increasing demand for enhanced security in the §daily life has directed the improvement of the §reliable and intelligent personal identification §system based on biometrics. Iris recognition has §been regarded as one of the most reliable biometrics §technologies in recent years. In this book, an iris §recognition scheme is presented as a biometrically §based technology for person identification using §Multi-Class Support Vector Machines (SVM). The Multi-§Objectives Genetic Algorithms (MOGA) is used to §select the most significant features in order to §increase the matching accuracy. The traditional SVM §is modified into an asymmetrical SVM to treat the §cases of False Accept and False Reject differently §and also to control the unbalanced data of a §specific class with respect to the other classes. In §order to improve the generalization performance of §SVM, the optimal values of SVM parameters are §selected. The experimental results indicate that the §proposed iris recognition scheme can be applied to a §wide range of security-related application areas §with an encouraging recognition rate.

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