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Journal : SENTIA 2015

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PENENTUAN NILAI VEKTOR PEWAKIL AWAL PADA ARSITEKTUR JARINGAN SYARAF TIRUAN LVQ UNTUK PENGENALAN WAJAH Devira Anggi Maharani; Mila Fauziyah; Denda Dewatama
SENTIA 2015 Vol 7, No 2 (2015)
Publisher : SENTIA 2015

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Abstract

Artificial Neural Network (ANN) has special ability to do recognition of large, dynamic, and non-linar system through learning technique which could not be done by face recognition system using mathematical formulation methods. In this application, face recognition technique needs number of dynamic dimensions for the determination of model in this system. Therefore, mathematical methods are often not effective to resolve these problems. In the development of technology about face recognition, artificial neural network continues to develop, particularly in terms of fast and reliable. One type of familiar and commonly applied artificial neural network is Learning Vector Quantization (LVQ). This research will use LVQ as method of face recognition because the training process is relatively faster than other methods of ANN. To improve the reliability of this method, the determination of initial weight in training process will be one of reference to provide a good level of accuracy and make this system convergent with faster time. System used in this research is a face image 100 x 100 pixel as matrix input, alpha values at interval of 0.1 in the 0.1-0.9 range, 1000 maximum epoch, 2 layers (input layer and output layer), initial weight data each class (10 classes), and LVQ can reach the highest recognition rate of 4 technique of weight value determination that achieves up to 100%.
Co-Authors Adhisuwignjo, Supriatna Adi Candra Kusuma Adi Candra Kusuma Adi Candra Kusuma, Adi Candra Adimi, Akbar Roisul Agung Wicaksono, Rizki Agus Pracoyo Aini, Rosa Fitri Dwi Churil Alawity, M. Taqijuddin Alghufroni, Much. Ananda Fikri Ali Akbar Febritama, Muhammad Almas Adibah Anggita, Eriska Anindya Dwi Risdhayanti Anindya Dwi Risdhayanti Ari Murtono Arief Rahman Hidayat Arief Rahman Hidayat Aulianta, Erdin Bambang Priyadi Beauty Anggraheny I Beauty Anggraheny Ikawanty Brahma Ratih Rahayu Fakhrunnia Cahya, Delila Delila Cahya Permatasari Devira Anggi Maharani Devira Anggi Maharani Dian Ayu Widianti Dimas Rossiawan Hendra Putra Dwi Cahyani, Agustina Edi Sulistio Budi Ekasari, Silvia Rahmi Elanda Zahra, Euro Erdin Aulianta Erni Yudaningtyas Firda Aini Zulafah Firmanda Gies Algiffari Fitri Fitri Gillang Al Azhar Gillang Al Azhar Gita Kartika Rizqofani Hafida Marwa Amaroh Hairus, Hairus Hamdan Cahyo Irianto Hari Kurnia S Hari Kurnia Safitri Hari Kurnia Safitri Hariyadi Singgih Hariyadi, Herman Hatta Mahakim Healthy Angelia Putri Herman Hariyadi Herman Hariyadi Ari Murtono Herwandi Herwandi Hidayah, Rizki Rohmatul Hijriah, Ayu Humaira, Nadia I Putu Ari Kristiawan Ilham Akbar Perdana Imam Saukani Indrazno Siradjuddin Jannah, Nur Kholifatu Kamajaya, Leonardo Kharis Sugiarto Komarudin Achmad Kurnia Safitri, Hari Luh Putu Ratna Sundari M. Taqijuddin Alawiy Mandayatma, Eka Marsa Atisobhita Mas Nurul Achmadiah Maulidiyah, Ayu Mila Fauziah Mila Fauziyah Mila Fauziyah Mila Fauziyah Mohammad Luqman Muhamad Rifa'i Muhammad Rifqi Zharfan Mukhammad Bayu Riswan Maulana Nurwijayanti Oktriza Melfazen Parastiwi, Andriani Patma, Tundung Subali PERMATASARI, DINDA AYU Prabasworo, Amtha Setio PURWANTI, DEVI NUSLIKA Putra, Dimas Rossiawan Hendra Ratna Ika Putri Rendi Pambudi Wicaksono Rizky Abdul Rakhman Rizky Agung Wicaksono Rizky Ramadhan Robby Chafidya Sembiring, Rinawati Setiawan, Budhy Sidik Nurcahyo Siswoko Siswoko Siswoko Siswoko Siti Nur Alima Subiyantoro Subiyantoro Wahyu Tri Wahono Wahyu Tri Wahono Wirawan Wirawan Dewantara, Bagus Yulianto Yulianto Yulianto Yulianto Zakiyah Amalia