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Journal : knowledge engineering and data science

Handwriting Character Recognition usingVector Quantization Technique Haviluddin, Haviluddin; Alfred, Rayner; Moham, Ni’mah; Pakpahan, Herman Santoso; Islamiyah, Islamiyah; Setyadi, Hario Jati
Knowledge Engineering and Data Science
Publisher : citeus

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Abstract

This paper seeks to explore Learning Vector Quantization (LVQ) processing stage to recognize The Buginese Lontara script from Makassar as well as explaining its accuracy. The testing results of LVQ obtained an accuracy degree of 66.66 %. The most optimal variant of network architecture in the recognition process is a variation of learning rate of 0.02, a maximum epoch of 5000 and a hidden layer of 90 neurons which was the result of recognition based on feature 8. Based on these variations, the obtained performance with a mean square error (MSE) of 0.0306 and the time required during the learning process was quite short, 6 minutes and 38 seconds. Based on the results of the testing, the LVQ method has not been able to provide good recognition results and still requires development to generate better recognition results.
Co-Authors . Asmirah Abdul Afif Al Mufih, Abdul Afif Achmad, Andi Afrianto, Rendi Agus Rianto Ahzan, Sukainil Al Hidayat, Muhammad Restu Alifia, Shafa Nur Almunawar, Abdul Wahab Amal, Fakhmul Amin Padmo Azam Masa Apdila, Irvan Aprilia, Trisna Ari Pradhana, Alvin Arif, Afdinal Asniar Khumas, Asniar Avivah, Nur Bahrul Ulum Baiquni, Muhammad Rizky Caesar Balan, Nicola Fernando Bevoor, Bevoor Cici Yusnayanti Dwi Novianti, Asri Dwi Noviyanti, Asri Dwi Wulandari Ningtias Purnama Dyna Marisa, Khairina Erniati Erniati Fauziansyah, Afdillah Febriyanti, Eka Firman Firman Fiy, Muhammad Shun Fan'Ulum Gufron, Achmad Gummah, Syifaul Gunawan, Suwardi Haeruddin Haeruddin Hakim, Zainal Harsyal Kila, Hiskya Hastuti, Silvia Tri Haviluddin Haviluddin Heriansyah, Zulfikar Herman Santoso Pakpahan Ibrahim, Muhammad Rivani Irsyad, Akhmad Islaeli, Islaeli Istutik, Dwi Ita Merni Patulak Jafar, Eka Sufartianinsih Joan Angelina Widians, Joan Angelina Jundillah, Muhammad Labib Kaelani, Nahrisya Zahra Kamila, Vina Zahrotun Khairat, Imalatul Khoir Eko Pambudi, Khoir Eko LA ODE ANHUSADAR Leswono, Adham Khautsar Lintang Kironoratri Lutfianto, M. Maheran, Siti Marisa Khairina, Dyna Marroh, Zahrotul Istianah Masa, Amin Padmo Azam Mentik, Sulpisius Bernikusti Moham, Ni’mah Muhammad Irfan Zaky Muhammad Labib Jundillah Muhammad Nabil Mukhadharoh, Resy Meilinda Nataniel Dengen Ningrum, Silvia Yuliani Noviyanti, Asri Dwi Nurdin Nurdin Pardosi, Josia Giribosar Pongdatu, Merry Praditya, Mohammad Ibnu Pratiwi, Inka Prayogi, Saiful Putri, Elsa Mardhiyah Deka Putri, Imelda Putut Pamilih Widagdo Putut Pamilih Widagdo, Putut Pamilih Qatrunnada, Salsabila Rafika Rahmawati Rahmah, Anisa Jannatul Rayner Alfred Refansyah, Muhammad Dwi Rizawanti, Riftika Rizky, Avinka Rohmayanti Rohmayanti Romantika, I Wayan Sakti, Rangga Sanjaya Samaun, Samaun Santika, Puput Tri Saputra, Muhammad Fawaz Septiandani, Zunna Setyadi, Hario Jati Setyawan, Rahmad Setyowati, Agus Tri siswanto, ahmad Siti Masfuah Syamsul Bahri Syaputra, Karlen Tarigan, Phascalis Chevin Umi Rachmawati Vania, Chaelse Wa Ode Rahmadania Yingxiang, Schunk Zahalim, Zahalim Zahrah, Anita Zakhinah Zoahira, Wa Ode Aisa Zuhry, Saifuddin