PROS Ivanna K.T., Iwan S., Andreas A.F. Face Recognition Abstract

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The 6th

International Conference on Information &

Communication Technology and Systems

(ICTS) 2010

Kumamoto University

INDONESIA SECTION

ISSN 2085-1944

September 28 2010, Surabaya - Indonesia

iT5

IjffiilH Institut

Teknologi

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(9)

FACE RECOGNITION FOR GROUP CLASSIFICATION BASED ON

KERNEL PRINCIPAL COMPONENT ANALYSIS AND SUPPORT

VECTOR MACHINES

Ivanna K. Timotius,, Iwan Sctyawan". Andreas A. Fcbrianto'

Department of Electronic Engineering, Faculty of Electronic and Computer Engineering Satya Wacana Christian University

Diponcgoro 52 - 60 Salatiga 50711. Indonesia

email: ivanna timotius@yahoo.com",

iwan.setyawan@ieee.org", andreas@visio-lab.org1

ABSTRACT

Faee Recognition system is a machine that is used to recognize people based on their face. In

many practical applications, this face recognition

system is used to determine whether somebody

belongs to certain group or not. This paper presents a face recognition method for group classification

by combining kernel principal component analysis

(KPC*A) and support vector machines (SVM). By using these methods, the classification accuracy of the system is 91.84%.

Keywords: Face recognition. Group Classification,

Kernel Principal Component Analysis,

Support Vector Machines.

VI-53