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All Journal International Journal of Informatics and Communication Technology (IJ-ICT) IJCCS (Indonesian Journal of Computing and Cybernetics Systems) Seminar Nasional Aplikasi Teknologi Informasi (SNATI) JURNAL SISTEM INFORMASI BISNIS Jurnal Ilmu Dasar Proceedings of KNASTIK Jurnal Buana Informatika Prosiding Seminar Nasional Sains Dan Teknologi Fakultas Teknik Althea Medical Journal Jurnal technoscientia Prosiding SNATIF JITRO (Jurnal Ilmiah dan Teknologi Peternakan Tropis) jurnal Teknologi Informasi Magister ELINVO (Electronics, Informatics, and Vocational Education) Abjadia, International Journal of Education Proceeding of International Conference on Teacher Training and Education Padjadjaran Journal of Dentistry Jurnal ELTIKOM : Jurnal Teknik Elektro, Teknologi Informasi dan Komputer Jurnal RESTI (Rekayasa Sistem dan Teknologi Informasi) JITIPARI (Jurnal Ilmiah Teknologi dan Industri Pangan UNISRI) Communications in Science and Technology Jiko (Jurnal Informatika dan komputer) Jurnal Ipteks Terapan Jurnal Riset Agribisnis dan Peternakan Jurnal Informatika STI Policy and Management Journal IJITEE (International Journal of Information Technology and Electrical Engineering) Jurnal Nutrisi Ternak Tropis (JNT) Indonesian Journal of Electrical Engineering and Computer Science Reswara: Jurnal Pengabdian Kepada Masyarakat AGROMEDIA: Berkala Ilmiah Ilmu-ilmu Pertanian JURNAL TEKNOLOGI TECHNOSCIENTIA pendidikan, science, teknologi, dan ekonomi Jurnal Nasional Teknik Elektro dan Teknologi Informasi Journal of International Conference Proceedings Tsaqofah: Jurnal Penelitian Guru Indonesia Bandung Conference Series: Accountancy Prosiding Konferensi Nasional Penelitian Matematika dan Pembelajarannya Prosiding Seminar Nasional Rekayasa Teknologi Industri dan Informasi ReTII Prosiding SEMNAS INOTEK (Seminar Nasional Inovasi Teknologi) Jurnal Akuntansi, Keuangan, Perpajakan dan Tata Kelola Perusahaan Jurnal INFOTEL Kajian Akuntansi Animal Production
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 Agung Purnomoadi Aiman Mobiu Andhika Anandya Andhika Putra, Jeffry Annisa, Nazma Nur Arief Kurniawan arifin La Adu arifin La Adu Aris Budianto, Aris Ayu Candra Dewi, Ayu Candra Baehaqi Bierig, Ralf Daud Samsudewa David Kristiadi Dedi Imaduddin Dzaky 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 Budi Eko Nugroho Endang Purbowati Epi Fitriah Fajar Wahyono Fariha, Nida Fathahillah Fathahillah Fatimah, Metty 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 Khairul Aulia Khamidudin Azzakiy Khoir, Mulyanto Abdullah Komaran, Muhammad Dhafin Kuncoro, Kristian Hadi 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 Paulus Insap Santosa Pipit Utami Pramono, irena Paramita Prapto Nugroho Prihantro, Yusuf Wili Priyanto, Catur Puguh Setyopratomo Pupung Purnamasari Rahmad Syaifudin, Rahmad Rahman, Tsabit Ralf Bierig Rasyid, Achmad Ratna Indriyanti Reni Harni Ridi Ferdiana Rina Yulius Rini Lestari Rosdiana, Yuni Rusli Abdul Hamid Saleha, Rischa Amalia Santoso, P. Insap Sasongko Pramono Hadi Selo Sulistyo, Selo Selo, S Silmi Fauziati Silvester Tena Soedjatmiko Soedjatmiko Soedjatmiko Soedjatmiko Soewondo, Williyanti Sri Fadilah Suangga, Asri Sukari Sukari, Sukari Sunu Wibirama Suprapto, Agung Teguh Bharata Adji Tikaridha Hardiani Tio Eko Prabowo Tiyono 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