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All Journal Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer International Journal of Artificial Intelligence Research Knowledge Engineering and Data Science JIKO (Jurnal Informatika dan Komputer) JURNAL REKAYASA TEKNOLOGI INFORMASI Prosiding SAKTI (Seminar Ilmu Komputer dan Teknologi Informasi) JSI (Jurnal sistem Informasi) Universitas Suryadarma METIK JURNAL JISKa (Jurnal Informatika Sunan Kalijaga) Sains, Aplikasi, Komputasi dan Teknologi Informasi Jurnal TIKOMSIN (Teknologi Informasi dan Komunikasi Sinar Nusantara) JITSI : Jurnal Ilmiah Teknologi Sistem Informasi BIOS : Jurnal Teknologi Informasi dan Rekayasa Komputer Jurnal Pengabdian pada Masyarakat Ilmu Pengetahuan dan Teknologi Terintegrasi Malcom: Indonesian Journal of Machine Learning and Computer Science Jurnal Sistem Informasi dan Bisnis Cerdas Adopsi Teknologi dan Sistem Informasi Jurnal Ilmiah Sistem Informasi Pengabdian Kepada Masyarakat Bidang Teknologi dan Sistem Informasi Kreatif Teknologi dan SIstem Informasi
Setyadi, Hario Jati
Fakultas Ilmu Komputer Dan Teknologi Informasi, Universitas Mulawarman
Aerospace Engineering Automotive Engineering Chemical Engineering, Chemistry & Bioengineering Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Library & Information Science Social Sciences

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Journal : Knowledge Engineering and Data Science

 1 
Handwriting Character Recognition using Vector Quantization Technique Haviluddin Haviluddin; Rayner Alfred; Ni’mah Moham; Herman Santoso Pakpahan; Islamiyah Islamiyah; Hario Jati Setyadi
Knowledge Engineering and Data Science Vol 2, No 2 (2019)
Publisher : Universitas Negeri Malang

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (502.093 KB) | DOI: 10.17977/um018v2i22019p82-89

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 Adiputra, Dimas Bayu ahmad arifin Aji Prasetya Wibawa Al'Aqsa, Muhammad Ramadhan Alifia, Shafa Nur Aljidannur, Andi Muhammad Rivaldy Amal, Fakhmul Amin Padmo Azam Masa Amin Padmo Azam Masa Andika, Arya Bhima Anggraini, Nela Dwi Anton Prafanto Apriansyah, Muhammad Dandi Aprilianto, Riky Ardana, Utari Widya Ari Pradhana, Alvin Arif, Afdinal Arinda Mulawardani Kustiawan Arviani, Syilla Aulia, Hadriani Avivah, Nur Ayu Rusnawati Azhari, Ikmal Ali Badaruddin Bin Halib Basani, Yuniarta Budiman, Edy Budiman, Edy Chrisman Bonor Sinaga Dinda Izmya Nurpadillah Dwicky Ari Pandawa Dyna Marisa Khairina Fadhilah, Farah Fahriza, Ridho Fajar Syafatoni Raihanadif Felix Andika Dwiyanto Galih Yudha Saputra Ghalda Melika Gibrani, Muhammad Raza Daffa Gubtha Mahendra Putra Hairah, Ummu Hairunnisa, Namira Aida Handoko, Heldi Harianto, Biko Hasman, Firnawan Azhari Haviluddin Haviluddin Ibrahim, Muhammad Rivani Indah Fitri Astuti, Indah Fitri Indra Maulana, Indra Irsyad, Akhmad Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah Islamiyah, Islamiyah Jundillah, Muhammad Labib Kamila, Vina Zahrotun Kelvin Wong Kusumawardani, Aditya Putri Listiana Dewi Milasari Madani, Mohammad Ichsan Masa, Amin Padmo Azam Mifthahuddin, Mifthahuddin Mila Kartika Sari Muhamad Ali Muhammad Bambang Muhammad Hisyam Nugroho Muhammad Labib Jundillah Nadia Nadia Nasrullah, Ryanda Putra Nataniel Dengen Nazwa Tri Ananda Ni’mah Moham Ni’mah Moham Novianti Puspitasari Nurlaila Nurlaila Nurwahyu, Ferryza Pakpahan, Herman Santoso Prafanto, Anton Prasetya, Raya Priantono, Ahmad Agung Purnawansyah Purnawansyah Puspitasari, Novianti Putra, Gubtha Mahendra Putut Pamilih Widagdo Putut Pamilih Widagdo Putut Pamilih Widagdo, Putut Pamilih Rabbani, Zaki Fauzan Ramadiani Ramadiani - Rapiq, Rayhan Abdilah Rara Puspa Aisyah Rayner Alfred Rayner Alfred Reza Wardhana Ririn Yuliani Azahra Zardan Rosita Dewi Rosmasari Rosmasari, Rosmasari Ryan Afriadi Whardana Sagita, Andi Yolanda Sandrina Aulia Saputra, Muhammad Rizq Sari, Upik Kumala Shiva Mutia Maffirotin Sidabutar, Erni Veronica Siti Solikah Yosi Karinda Supriono Supriono Taruk, Medi Tejawati, Andi Tobing, Christina Febriyanti Ulhaq, Dhiya Untu, Zainuddin Untu Upik Kumala Sari Utama, Chorine Jessica Vina Zahrotun Kamila Wage Jason Wahyu Kesuma Bakti Wahyudi, Asnan Fadjri Wanda, Awang Muhammad Trielevy Wardana, Romy Hakim Wardhana, Reza Wati, Masna Wong, Kelvin Yunus, Ahmad