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Journal : Jurnal ULTIMATICS

Pengembangan Model Pengenalan Wajah Manusia dengan Teknik Reduksi Dimensi Bi2DPCA dan Support Vector Machine sebagai Classifier Fredicia Fredicia; Agus Buono; Endang Purnama Giri
Ultimatics : Jurnal Teknik Informatika Vol 8 No 1 (2016): Ultimatics: Jurnal Ilmu Teknik Informatika
Publisher : Faculty of Engineering and Informatics, Universitas Multimedia Nusantara

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (597.244 KB) | DOI: 10.31937/ti.v8i1.497

Abstract

This paper presents the modeling of face recognition using feature extraction based on Principal Component Analysis (PCA) and Support Vector Machine (SVM) as a classifier. Three PCA techniques were compared, they are 1DPCA, 2DPCA and Bi-2DPCA. Meanwhile, three type of SVM kernel functions-linear, polynomial, and radial basis function (RBF) were used. The experiment used the ORL Face Database AT&T Laboratory, which contain 400 images with 10 images per each person. The leave one out method is used for validating each pair of extraction and classifier method. The highest accuracy is obtained by a combination of linear kernel and Bi-2DPCA85%, with 94.25%, and also the fastest computation time, is 15.34 seconds. Index Terms— Face Recognition, Principle Component Analysis, Kernel, Support Vector Machine, Leave-one Out Cross Validation
Co-Authors Abdurrahman, Hasan Achmad Syahmi Rasendriya Aditya Wicaksono Agus Buono Ahmad Ridha Ahmad Ridha Alifia, Faliana Alkautsar, Muhammad Farhan Alya Putri Salsabila Anatasya Wenita Putri Andisa, Gany Anggito Rangkuti Bagas Muzaqi Anka Luffi Ramdani Aprilianti, Dhila Ar Rachman, Muhammad Aqil Musthafa Ari Dian Prastyo Aria Wrdana Ariya Pratama Adjie Nugroho Arya Dimas Wicaksana Asa Yuaziva Athallah, Ananda Salma Aulia Anggraeni Auzi Asfarian Azhar Nadhif Annaufal Aziz Kustiyo Bagaskoro Dwi Adhie Nugroho Bima Julian Mahardika Budy Santoso Capriandika Putra Susanto Daffala Viro Hidayat Darmansah, Fadhlan Zaki Denty Nirwana Bintang Dini Nurul Azizah Ester Olivia Silalahi Faras, Algyon Fathonah, Lathifunnisa Faturrahman, Nafis Fauzi Adi Saputra Fauzi Ikhsan Suswanto Fikri Saputra Firman Ardiansyah Fitrah Satrya Fajar Kusumah Fredicia Fredicia Galih Ario Prayudo Gema Parasti Mindara Gunawan, Zafira A'idah Hafiz Fadli Faylasuf Hakim, Ghaeril Juniawan Parel Hanifah, Nurrizkyta Aulia Hari Agung Adrianto Hasibuan, Lailan Sahrina Hassan Nasrallah Matouq Helena Dewi Hapsari Hendri, Pramesyaila Hendriyan, Amanda Pricillia Ibnu Aqil Mahendar Ibrahim, Arhammirza Inna Novianty Inyasdi Kahvi, Muhamad Restu Iqna Raidan Abdurrahman Iskandar, Luna Falya Islam, Muhammad Faris Fadhil Jasmine Aulia Mumtaz Jonathan Cristiano Rabika Jonser Steven Rajali Manik Jovita Nabilah Azizi Juliansyah, Rizki Ka-sasi, R.I. Damai Kanaya Sabila Azzahra Keysha Maulina Halimi Khairunisa, Aulia Kinaya Khairunnisa Komariansyah Kurniawan, Fadly Lailatulrahmi, Puti Aisyah Lasardi, Ekky Mulia Lubis, Nika Rani Nur Shafa Luthfi Dika Chandra Manurung, Maryetha Marcelita, Faldiena Marsya Halya Alfrida Ma’arief, Denasyah Mia Putri Yeza Mindara, Gema Parasati Mindara, Gema Parasti Mochammad Alwan Al Ataya Muchlisinia, Newi Muhamad Ali Imron Muhammad Al Amin Muhammad Asyhar Agmalaro Muhammad Bilal Fauzan Muhammad Farhan Fahrezy Muhammad Galuh Gumelar Muhammad Ilham Nurfajri Muhammad Naufal Ardhani Muhammad Naufal Sutardi Muhammad Rafi Alexander Prayoga Muhammad Rafi' Rusafni Muhammad Rahmat Maryadi Muhammad Yordi Septian Muhammad, Fadhel Muthia Nurul Sa'adah Nabil Malik Al Hapid Nabil Raihan Alfarizi Nabila, Azzahra Nadhifah, Jauza Nashwandra, Nakula Bintang Nasywa Shafa Salsabila Nelvi, Annisa Amanda Nova Sukmawati Novianty, Inna Nur Iman Nugraha Nur Indah Chasanah Nur Rahma Ditta Zahra Nurbadillah, Nurbadillah Nurjihan, Saniyyah Wafa Pratama, Dharma Pratiwi, Iswi Nur Prayitno, Lilik Puteri, Khinanti Angelita Qonita, Vellisya Afifa Rabbani, Rafif Rafli Damara Rahman, Raden Muhammad Raditya Raisa Mutia Thahir Rajhaga Jevanya Meliala Ramadhan, Dean Apriana Rangga Wasita Ningrat Rayhan Ananda Hafiz Pradipta Reza Pratama Rheynesta Hannover Riani, Lutfi Rio Ferddinansya Riupassa, Muhammad Hafidz Sidqi Rivanka Marsha Adzani Rizky Fadlurohman Saputra, Ananda Pratama Setiady Ibrahim Anwar Sharfina Andzani Minhalina Simangunsong, Gandi Abetnego Sri Yusrina Stefanny, Arlyn Sugi Guritman Sugiana, Lili Rahmawati Sukmosuwarno, Rizq Muhammad Surya Agung Syah Bintang Tiara Ariyanto Putri Tyanafisya, Aisya Valenza, Ihsan Lana Wahyu Mustika Aji Widhiwipati, David Reza Wiguna, Indra Maki Wildan Holik Zafira, Cut Yasmin Zahra, Afnan