PROS Ivanna K Timotius Iwan Setiawan Andreas A Febrianto Face Recognition For Group Classification Abstrak

(1)

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FACE RECOGNITION FOR GROUP CLASSIFICATION BASED ON

KERNEL PRINCIPAL COMPONENT ANALYSIS AND SUPPORT

VECTOR MACHINES

Ivanna

.

_{Timotius', Iwan Setyaan}

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r�� A Frno1

Departmnt of Elctronic Enginering, Faculty of

Elcric

_{nd Computr Engineering} Satya Wacana Christian University

· Diponegoro

52

-

60

Salatiga 50711, ndonesia

email: ivanna _ [email protected] 1, [email protected], [email protected] 1

ABSTRACT

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

n

many practical applications,

his

_{face recognition}

sstem is used to _{determine whether somedy}

elongs to cetan roup or not. This papr presents a face recognition mehd for roup classiication by combinng knel prncipal component nalysis (PCA) nd suppot vctor machins (SVM). By using hese mehods, the classification accuracy of he system is 91.4%.

Keywords: Face recognition, Group Classiiation, Kenel Prncipal Component nalsis, Support Vector Machines.