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Rudy Hartanto
Departemen Teknik Elektro Dan Teknologi Informasi, Fakultas Teknik, Universitas Gadjah Mada
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Journal : Communications in Science and Technology

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Machine learning algorithm for improving performance on 3 AQ-screening classification Pratama, Taftazani Ghazi; Hartanto, Rudy; Setiawan, Noor Akhmad
Communications in Science and Technology Vol 4 No 2 (2019)
Publisher : Komunitas Ilmuwan dan Profesional Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (293.516 KB) | DOI: 10.21924/cst.4.2.2019.118

Abstract

Autism Spectrum Disorder (ASD) classification using machine learning can help parents, caregivers, psychiatrists, and patients to obtain the results of early detection of ASD. In this study, the dataset used is the autism-spectrum quotient for child, adolescent and adult, namely AQ-child, AQ-adolescent, AQ-adult. This study aims to improve the sensitivity and specificity of previous studies so that the classification results of ASD are better characterized by the reduced misclassification. The algorithm applied in this study: support vector machine (SVM), random forest (RF), artificial neural network (ANN). The evaluation results using 10-fold cross validation showed that RF succeeded in producing higher adult AQ sensitivity, which was 87.89%. The increase in the specificity level of AQ-Adolescents is better produced using an SVM of 86.33%.
Co-Authors -, Wikankara A.A. Ketut Agung Cahyawan W Achmad Djunaedi Adhistya Erna Permanasari Aditya Krisna Pratama Afrialdi Syahputra Agung Dinasti Permana Aiman Mobiu Anandya, Andhika Annisa, Nazma Nur Arief Kurniawan arifin La Adu arifin La Adu Aris Budianto, Aris Ayu Candra Dewi, Ayu Candra Bierig, Ralf Daud Samsudewa David Kristiadi Dian Wahyu Harjanti Dian Wahyu Harjanti Dimas Sasongko Dimas Sasongko Dini Atiyah Dini Atiyah, Dini Dwi Rahayu Dzaky, Dedi Imaduddin Edi Prayitno, Edi Edi Sukarmanto Edi Susilo Eka Firmansyah Eko Budi Susilo Eko Nugroho Epi Fitriah Fajar Wahyono Fariha, Nida Fathahillah Fathahillah Fransisco Danang Wijaya Hadi, Ridla Kumara Helni Mutiarsih Jumhur Hera Susanti Ida Ayu Putu Sri Widnyani Igi Ardiyanto Iis Rohayati Imanto, Nurul Yuliyani Indah Soesanti Inna Yoana Sari Tarigan S Intan Sulistyaningrum Sakkinah Iyon Sukma Wicaksana J Kristianto Jeffry Andhika Putra Khairul Aulia Khamidudin Azzakiy Khoir, Mulyanto Abdullah Komaran, Muhammad Dhafin Lukas Chrisantyo Lukito Edi Nugroho Luthfi Nurwandi Marcus Nurtiantoro Aji Meirina Gartika Mey Maemunah Mochamad Zaenal Arif Mohammad Ali, Nor Dayana Mohammad Aziz, Nadia muhammad wisynu kurniawan Munanto, Teddy Cahyo Mustamik, Khoirul Nasrizal Akbar Noor Akhmad Setiawan Nurtiantoro Aji, Marcus Nurul Tiara Kadir Nurul Yuliyani Imanto P. Insap Santoso Paulus Insap Santosa Pipit Utami Pramono, irena Paramita Prapto Nugroho Pratama, Taftazani Ghazi Prihantro, Yusuf Wili Priyanto, Catur Puguh Setyopratomo Pupung Purnamasari Rahmad Syaifudin, Rahmad Ratna Indriyanti, Ratna Reni Harni Ridi Ferdiana Rina Yulius Rini Lestari Rosdiana, Yuni Rusli Abdul Hamid Sasongko Pramono Hadi Selo Sulistyo, Selo Selo, S Silmi Fauziati Silvester Tena Soedjatmiko Soedjatmiko Soedjatmiko Soedjatmiko Soewondo, Williyanti Sri Fadilah Suangga, Asri Sunu Wibirama Suprapto, Agung Teguh Bharata Adji Tikaridha Hardiani Tio Eko Prabowo Tiyono Tsabit Rahman Tsarwah, Almira Khayyira Tumiran Wahyu Dewanto Wicaksana, Iyon Sukma Wicaksana, Iyon Sukma Widyawan Yahya, Nur Hanis Adibah Yogi Sawitra Yudi Setiawan Yudi Setiawan Yuhka Sundaya Yulianto, Dinan