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Sunardi, Sunardi
Universitas Ahmad Dahlan Yogyakarta
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Perbandingan Model Machine Learning untuk Klasifikasi Autism Spectrum Disorder pada Toddler Screening Dataset Nurul Azwanti; Sunardi Sunardi; Herman Yuliansyah
Jurnal Komputasi Vol. 14 No. 2 (2026): Jurnal Komputasi
Publisher : Jurusan Ilmu Komputer Fakultas MIPA Universitas Lampung

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.23960/komputasi.v14i2.370

Abstract

Autism Spectrum Disorder (ASD) is a neurodevelopmental disorder characterized by impairments in social communication, social interaction, and repetitive behaviors. Early detection of ASD in toddlers is important to support faster and more appropriate intervention. Previous studies have applied machine learning algorithms, such as Support Vector Machine (SVM), Random Forest, Naive Bayes, and K-Nearest Neighbor (KNN), for ASD classification with relatively high accuracy. However, variations in datasets, data imbalance, and algorithm selection still affect classification performance. Therefore, this study proposes the implementation of several machine learning algorithms for ASD classification using the ASD Toddler Screening Dataset. A comparative approach was used to evaluate the performance of Decision Tree, Random Forest, Logistic Regression, KNN, Naive Bayes, and SVM algorithms. The research stages included data preprocessing, categorical attribute transformation using encoding and one-hot encoding, exploratory data analysis (EDA), data splitting with an 80:20 train-test ratio, and handling imbalanced data using the Synthetic Minority Over-sampling Technique (SMOTE). Model evaluation was conducted using accuracy, precision, recall, and F1-score metrics. The results showed that SVM achieved the best performance with an accuracy of 100%, followed by Logistic Regression (98.58%), Random Forest (95.73%), Decision Tree (93.36%), KNN (92.89%), and Naive Bayes (87.20%). The findings indicate that SVM provides superior performance compared to other machine learning algorithms in classifying ASD in toddlers.
Co-Authors Abd. Rasyid Syamsuri Abdul Djalil Djayali Abdul Fadlil Abdul Fadlil Abdul Fadlil Abdul Fadlil Abdul Fadlil Abdul Fadlil Abdul Hadi Achmad Dito Ahmad Azhar Kadim Ahmad Ikrom Ahmad Raditya Cahya Baswara Ahmad Syahril Mohd Nawi Aldi Bastiatul Fawait Fawait Alfian Ma’arif Alwas Muis Anggit Pamungkas Anton Yudhana Anton Yudhana Anton Yudhana Anton Yudhana Apik Rusdiarna Indra Praja Ardi Pujiyanta Ardiansyah Ardiningtias, Syifa Riski Ardiningtias Arief Setyo Nugroho Ariful Aziz Aris Rakhmadi Arizona Firdonsyah Asep Setyaji Aulia, Aulia Azrul Mahfurdz Azrul Mahfurdz Azrul Mahfurdz Azrul Mahfurdz Bambang Priambodo Bambang Subana Budi Santosa Deco Aprilliansyah Denis Prayogi Denis Prayogi Dewi Sahara Dewi Sahara Nasution Dewi Soyusiawaty Dewi Soyusiawaty Dian Novianti Doddy Teguh Yuwono Dwi Aryanto Dwi Aryanto Eko Aribowo Eko Handoyo Elisa, Erlin Ermin Ermin Evrynda Widyasari Puspa Dewi Faqihuddin Al-anshori Fatma Nuraisyah, Fatma Fiftin Noviyanto Fijaya Dwi Bima Sakti Putra Fijaya Dwi Bima Sakti Putra Fijaya Dwi Bimasakti Firdonsyah, Arizona Firmansyah Firmansyah Firmansyah Firmansyah Fitriah Fitriyani Tella Fitriyanto, Rachmad Furizal Furizal Furizal Furizal Gema Kharismajati Guguh Makbul Rahmadani Fitra H. Ahmad Hartanta, Agus Jaka Sri Hartini, Sri Haryani Alamsyah Herman Herman Herman Herman Herman Herman Herman Herman Herman Yuliansyah Hermawan Hermawan Hernawan Aji Nugroho Hikmatyar Insani Himawan I Azmi Ibnu Muakhori Ihyak Ulumuddin Iif Alfiatul Mukaromah Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Imam Riadi Irhash Ainur Rafiq Irwansyah Irwansyah Irwansyah Irwansyah Jafri Din Janu Prasetyo januari audrey January Audrey Joko Supriyanto Joko Triyanto Kemal Thoriq Al-Azis Khoir, Syaiful Amrial Krisna Astianingrum Lina Handayani Luh Putu Ratna Sundari Lukman Reza Lukman Reza M Murinto M. Ihya A. Elfatih Mardhiatul Ihsaniah Miftahuddin Fahmi Mirza Sutrisno Mitra Adhimukti Mohd Azriq Abd Aziz Muchamad Kurniawan Muchlas, Muchlas Muchrisal Muchrisal Muchrisal Muflih, Ghufron Zaida Muh. Hajar Akbar Muhammad Amirul Mu'min Muhammad Fauzan Gustafi Muhammad Fauzan Gustafi Muhammad Kunta Biddinika Muhammad Kunta Biddinika Muhammad Muizz Mohd Nawawi Muhammad Nashiruddin Darajat Muhammad Nur Ardhiansyah Muhammad Sabiq Dzakwan Muhammad Sabiq Dzakwan Muntiari, Novita Ranti Murinto Murinto Musri Iskandar Nasution Muzakkir Pangri Nasirudin Nasirudin Nazuki Nazuki Nia Ekawati Nia Ekawati Nugroho, Hernawan Aji Nur Makkie Perdana Kusuma Nur Ratnawati Nuril Mustofa Nurul Azwanti Pahlevi, Ryan Fitrian Panggah Widiandana Pastima Simanjuntak Pradana Ananda Raharja Priyatno Priyatno Puji Ristianto Puriyanto, Riky Dwi Rachmad Fitriyanto Rachmad Very Ananda Saputra Rahmat Dwi Cahyono Raja Bidin Raja Hassan Rajunaidi Rajunaidi Rani Rotul Muhima Restu Prima Yudha Restu Prima Yudha Rezki Ramdhani Ricky Irawan Putra Rifkan Firdaus Rio Dwi Listianto Rio Ikhsan Alfian Rosmini Rosmini Rudy Ansari Rudy Ansari Rusydi Umar Rusydi Umar Rusydi Umar Rusydi Umar Saberi Mawi Sahiruddin Sahiruddin Saifullah, Shoffan Salsabilla Azahra Putri Saputro, Mochammad Yulianto Andi Sarmini Sarmini Septiyawan Rosetya Wardhana Sharipah Salwa Mohamed Son Ali Akbar Sri Rahayu Astari Sri Rahayu Astari Sri Winiarti Sri Winiarti Subrata, Arsyad Cahya Sukma Aji Supriyanto Suyahman Suyahman Syaiful Khoir Syed Abdullah Syed Abdullah Syifa Riski Ardiningtias Syifa'ah Setya Mawarni Syifa’ah Setya Mawarni Syifa’ah Setya Mawarni Tole Sutikno Tomy Chandra Mahendra Tresna Yudha Prawira Tri Antoro Tristanti, Novi Ulil Amri Ulil Ummi Syafiqoh Virasanty Muslimah Wahyu S Aji Watra Arsadiando Wawan Darmawan Wijaya, Setiawan Ardi Wilda Rina Hasibuan Yana Mulyana Yuniarti Lestari Yuwono Fitri Widodo