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Hafiz Irsyad
Universitas Multi Data Palembang
Agriculture, Biological Sciences & Forestry Chemical Engineering, Chemistry & Bioengineering Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Industrial & Manufacturing Engineering Mathematics Mechanical Engineering Social Sciences Other

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Journal : Progresif: Jurnal Ilmiah Komputer

 1 
Penerapan CNN Pada Klasifikasi Kepribadian Anak Sekolah Dasar Berdasarkan Citra Tulisan Tangan Muhammad Ishaq Maulana; Hafiz Irsyad
Progresif: Jurnal Ilmiah Komputer Vol 21, No 2 (2025): Agustus
Publisher : STMIK Banjarbaru

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35889/progresif.v21i2.2959

Abstract

Indonesia has a rich culture. This creates dynamics in personality formation. In schools, teachers' understanding of students' personalities is key. So far, conventional methods such as observation, interviews and graphology have been used to classify children's personalities, which are less efficient. This study uses the CNN algorithm with the Mobilenetv2 architecture. Dataset was taken from 5th grade students from 3 SDN Palembang with a total of 246 data divided into 2 classes, namely extrovert 101 data and introvert 145 data. Then grayscale preprocessing, normalization, and augmentation. Ratio of training, validation, and test data is 80:10:10. Model was trained with Adam optimizer, learning rate 0.0001, batch size 20, and epochs of 12. The result is a model accuracy of 69.2% with a tendency for the model to classify images as introverts. This study is expected to help teachers gain insight into the best teaching approach in the classroom.Keywords: CNN; Graphology; Elementary School AbstrakIndonesia memiliki budaya yang kaya. Ini menciptakan dinamika dalam pembentukan kepribadian. Di sekolah, pemahaman guru terhadap kepribadian siswa menjadi kunci. Selama ini untuk mengklasifikasi kepribadian anak, digunakan metode konvensional seperti observasi, wawancara dan ilmu grafologi yang kurang efisien. Penelitian ini menggunakan algoritma CNN dengan arsitektur Mobilenetv2. Dataset diambil dari siswa kelas 5 dari 3 SDN Palembang dengan total 246 data yang dibagi menjadi 2 kelas, yaitu extrovert 101 data dan introvert 145 data. Kemudian dilakukan preprocessing grayscale, normalisasi, dan augmentasi. Rasio data latih, validasi, dan uji adalah 80:10:10. Model dilatih dengan Adam optimizer, learning rate 0,0001, batch size 20, dan epoch sebanyak 12. Hasilnya akurasi model sebesar 69,2% dengan kecenderungan model mengklasifikasi citra sebagai introvert. Penelitian ini diharapkan dapat membantu guru mendapatkan pandangan tentang cara pendekatan mengajar yang terbaik di kelas.Kata kunci: CNN; Grafologi; Sekolah Dasar
Co-Authors Abdul Rahman Abdul Rahman Adi Saputra Adrian Suparto Agnes Anastasia Putri Akhsani Taqwiym Akhsani Taqwiym Akhsani Taqwiym Akhsani Taqwiym Andreas Andreas Antony, Felix Arta Tri Narta Arta Tri Narta Aurelia, Reni Busdin, Rusdie Candra candra Chandra Wijaya Chandra, Kelvin William Christian Bautista Christy, Christy Cindy Meilani Daniel Wijaya Derry Alamsyah Devella, Siska dewa Dicko David K Dina Mariana Dwifa_Sophian, Muhammad Agus Edison, Nicholas Edward Pratama Eka Puji Widiyanto Fareza, Ivan Farisi, Ahmad Farisi, Ahmad Fariz Prasetya Ferdi Jiranda Sinaga Ferdilian, M Lazuardi Fernando Sugianto Putra Fernando, Kristian Franko, Billy Fujianto Graciela, Michelle Hansen, Hansen Hartati, Ery Hendra Nata Niko P Hidayat, Muhammad Syahrizal Hidayat, WIlliam Ibnusina, Fedri Ivander Destian Luis Jeason Lie Jocelyn, Jennifer Jolyn Lucretia jonathan stanly Jonathan Wijaya Juliana Nasution Julyo Armando Davincy Lin, Valen Kamilah, Nyimas Nisrinaa Kelly, Angel Kevin kevin Kevin Kevin Kotan, Jendraja Husein Kurniawan, Calvin Laksana, Jovansa Putra Leonardo Leonardo Lestari, Yehezekiel Gian levid, Jonathan Felix Lin, Jimmi M Ezar Al Rivan Meiriyama, Meiriyama Michael Gunawan Michael Joy Clement Michael Wijaya Molavi Arman Muhammad Bemby Putra Mansyah Muhammad Ishaq Maulana Muhammad Rizky Pribadi Muhdhor, Umar Mutia, Silvi Narta, Arta Tri Novan Wijaya Novan Wijaya Novan Wijaya Novan Wijaya Ong, Jesen Patrisius Satria Hendrawan Pribadi, M Rizky Putra Darmansius, Albertus Dwi Andhika Renaldo, Florence Reynald Dwika Prameswara Rikky, Rikky Rizki Ambarwati Roshan, Muhamad Rizvi RR. Ella Evrita Hestiandari Russel Wijaya Samuel Effendi pratama Santoti, Jennifer Velensia Sanu, Intan Saputra, M Reynaldi Setiawan, Christofer Evan Shela, Shela Silfia Suhartoyo, Rayvin Tanuwijaya, William Taqwiym, Akhsani Taqwiym, Akhsani Taqwiym, Akhsani Tinaliah, Tinaliah Triana Elizabeth, Triana Verrino Adityya Virginia, Callista Wati, Retiana Krisna Wati, Risha Ambar Wijang Widhiarso Wijaya, Christian Richie Willyanto, Aldo Wilyanto, Nicholas Wong, Jeovanni Yohannes, Yohannes Yunarto Yunarto, Yunarto