Dr. Muhammad Subianto, S.Si., M.Si.
Dr. Muhammad Subianto, S.Si., M.Si.
Fakultas Matematika dan Ilmu Pengetahuan Alam
Statistika Terapan
subianto@usk.ac.id
fsd.usk.ac.id/subianto/
idScopus idThomson idScholar idGaruda
Professional Summary

I am a lecturer at Informatics Department, Faculty of Mathematics and Natural Sciences, Universitas Syiah Kuala. I completed my Ph.D studies under the supervision of prof. dr. Arno Siebes at Department of Information and Computing Sciences, Universiteit Utrecht, The Netherlands. Here below you will find the short list about my educational background:


















  Ph.D   Department of Information and Computing Sciences (division Artificial Intelligence and Data Science (AI&DS) at the Algorithmic Data Analysis research group), Universiteit Utrecht, The Netherlands, 2009.
  M.S.   Department of Statistics, IPB University, Bogor, Indonesia, 2000.
  B.S.   Department of Mathematics, Institut Teknologi Sepuluh Nopember (ITS), Surabaya, Indonesia, 1992.


My major research interests include applied statistics, statistical computing and data mining. I am is also interested in development of statistical learning with R. Additionally, I also studied bioinformatics.

Educational Background
2002 – 2009
S3
Utrecht University
Statistika
1998 – 2000
S2
Institut Pertanian Bogor
Statistika
2000 – 1992
S1
Institut Teknologi Sepuluh November
Matematika
1 Utilizing Multi-Arm Bandit and Partitioning Around Medoids for Clustering Food Security Conditions in Sumatra Island
2025 Q2 · Journal Statistics Optimization and Information Computing
2 Interpretable machine learning approach to predict Hepatitis C virus NS5B inhibitor activity using voting-based LightGBM and SHAP
2025 Q1 · Journal Intelligent Systems with Applications
3 Predicting stunting incidence in Pidie, Indonesia using SEM-PLS and GIS: A multilevel analysis of determinants
2025 Q3 · Journal International Journal of Advanced and Applied Sciences
4 PERBANDINGAN MODEL KALIBRASI BERBASIS PLASMA-ACTIVATED WATER MENGGUNAKAN PRINCIPAL COMPONENT REGRESSION DAN PARTIAL LEAST SQUARE REGRESSION DALAM R
2025 No-Q · Journal JP2M (Jurnal Pendidikan dan Pembelajaran Matematika) 11 (1), 11-26, 2025
5 Unpacking research on computational thinking in mathematics education: A systematic literature review
2025 No-Q · Journal Jurnal Elemen 11 (2), 447-467, 2025
6 Hybrid Ensemble Learning with SMOTEENN and Soft Voting for Stunting Risk Prediction: A SHAP-Based Explainable Approach
2025 No-Q · Journal Journal of Applied Data Sciences 6 (4), 2989-3004, 2025
7 A Convolutional Neural Network Model for Mushroom Toxicity Recognition
2025 No-Q · Journal Infolitika Journal of Data Science
8 Design and Development of Website and Android-Based Aceh Biodiversity Applications
2025 No-Q · Journal Jurnal Penelitian Pendidikan IPA 11 (4), 68-80, 2025
9 Psoriasis severity assessment: Optimizing diagnostic models with deep learning
2024 No-Q · Journal Narra J
10 Artificial Neural Network-Particle Swarm Optimization Approach for Predictive Modeling of Kovats Retention Index in Essential Oils
2024 No-Q · Journal Infolitika Journal of Data Science 2 (2), 45-52, 2024
11 Identification and Analysis of Potential Breast Anticancer Agents in Pogostemon Cablin through Network Pharmacology
2024 No-Q · Journal Jurnal Penelitian Pendidikan IPA 10 (SpecialIssue), 107-119, 2024
12 Evaluation of atopic dermatitis severity using artificial intelligence
2023 Q2 · Journal Narra J
13 Evaluation of Gradient Boosted Classifier in Atopic Dermatitis Severity Score Classification
2023 No-Q · Journal Heca Journal of Applied Sciences 1 (2), 54-61, 2023
14 Digital Transformations in Vocational High School: A Case Study of Management Information System Implementation in Banda Aceh, Indonesia
2023 No-Q · Journal Journal of Educational Management and Learning 1 (2), 48-54, 2023
15 Application of SHAP on CatBoost classification for identification of variabels characterizing food insecurity occurrences in Aceh Province households
2023 No-Q · Journal Jurnal Natural 23 (3), 230-244, 2023
16 Penerapan Aplikasi-Aplikasi Microsoft Office dan Google Docs dalam Upaya Peningkatan Media Pembelajaran di Madrasah Aliyah Negeri 5 Bireuen
2023 No-Q · Journal PESARE: Jurnal Pengabdian Sains dan Rekayasa 1 (1), 106-115, 2023
17 Mathematical Connection Ability through the Application of the AIR (Auditory Intellectualy Repetition) Learning Model Assisted by Geogebra Software
2023 No-Q · Journal International Journal of Education and Digital Learning (IJEDL) 1 (4), 127-132, 2023
18 Determinan stunting pada anak balita di kabupaten Pidie, Aceh, Indonesia
2023 No-Q · Journal Intisari Sains Medis 14 (1), 452-460, 2023
19 APLIKASI BRAIN-GYM (SENAM OTAK) UNTUK MENGATASI PROBLEM BELAJAR ANAK BERBASIS MOBILE ANDROID
2023 No-Q · Journal JUKOMIKA (Jurnal Ilmu Komputer dan Informatika) 6 (1), 12-17, 2023
20 Implementing Item Response Theory (IRT) Method in Quiz Assessment System
2022 Q2 · Journal TEM Journal
21 Peramalam Model ARFIMA-GPH dan Intervensi Multi Input pada Indeks Harga Perdagangan Besar Indonesia
2022 No-Q · Journal Jurnal Gaussian 11 (2), 163-172, 2022
22 PERBANDINGAN NILAI AKURASI PERAMALAN MODEL TERBAIK ARFIMA-GPH DAN INTERVENSI MULTI INPUT DALAM PERAMALAN IHPBI
2022 No-Q · Journal Jurnal Statistika Universitas Muhammadiyah Semarang 10 (1), 1-6, 2022
23 An Improved EDAS Method Based on Bipolar Neutrosophic Set and Its Application in Group Decision-Making
2021 Q1 · Journal Applied Computational Intelligence and Soft Computing
24 The Digital Game's Impact on Student's Interaction Related to Sociomathematical Norms: A Systematic Literature Review
2021 No-Q · Journal International Journal of Sciences: Basic and Applied Research (IJSBAR) 58 (2 ..., 2021
25 Recognizing Indonesian acronym and expansion pairs with supervised learning and mapreduce
2020 Q2 · Journal Information Switzerland
26 The application of problem-based learning model to improve students' mathematical reasoning skills
2020 No-Q · Journal International Journal of Scientific and Technology Research
27 PENGEMBANGAN PERANGKAT PEMBELAJARAN PROBLEM BASED LEARNING BERBANTUAN SOFTWARE GEOGEBRA DI SMP
2020 No-Q · Journal Numeracy 7 (1), 109-122, 2020
28 Character of Students in Mathematical Learning Through Discovery Learning Model
2020 No-Q · Journal International Journal of Academic Research in Business and Social Sciences ..., 2020
29 DEVELOPMENT OF STRAIGHT LINE EQUATION MODULE BASED ON GUIDED INQUIRY LEARNING TO IMPROVE THE MATHEMATICAL CONNECTION ABILITY OF MIDDLE SCHOOL STUDENTS
2019 No-Q · Journal EduMa: Mathematics education learning and teaching 8 (1), 1-10, 2019
30 Proses berpikir kritis matematis siswa sekolah menengah pertama melalui discovery learning
2019 No-Q · Journal Jurnal Riset Pendidikan Matematika 6 (1), 99-117, 2019
31 Hasil Belajar Geometri Siswa SMP dengan Menerapkan PembelajaranBerbasis E-learning
2019 No-Q · Journal Jurnal Peluang 7 (1), 185-192, 2019
32 Effectiveness of Tangent Equation Curve Learning through GeoGebra Software Assisted Module to Improve Student's Creative Mathematical Thinking Skills
2019 No-Q · Journal International Journal for Educational and Vocational Studies 1 (8), 2020
33 DEVELOPMENT OF STRAIGHT LINE EQUATION MODULES TO IMPROVE STUDENTS'MATHEMATICAL CONNECTION ABILITY THROUGH MIDDLE SCHOOL INQUIRY LEARNING
2019 No-Q · Journal Eduma: Mathematics Education Learning and Teaching 8 (1)
34 Pengembangan Kawasan Riverfront di Sungai Banjir Kanal Timur Kota Semarang dengan Konsep Eco-Riverwalk Village (Studi Kasus: Kelurahan Mlatiharjo, Kecamatan Semarang Timur)
2019 No-Q · Journal Ruang 5 (2), 104-113, 2019
35 Dampak TRansportasi Berbasis Aplikasi terhadap penyerapan tenaga kerja di kota semarang
2019 No-Q · Journal UNIVERSITAS DIPONEGORO, 2019
36 Evaluasi Kinerja Sistem Informasi Akademik Menggunakan IT Balanced Scorecard Pada Universitas Serambi Mekkah Banda Aceh
2018 No-Q · Journal Jurnal Informatika Upgris 4 (1), 2018
37 Kemampuan Berpikir Kreatif Siswa SMP melalui Model Problem Based Learning
2018 No-Q · Journal Jurnal Didaktik Matematika 5 (1), 27-39, 2018
38 Pola peminjaman buku di perpustakaan Universitas Syiah Kuala menggunakan Algoritma Eclat
2018 No-Q · Journal Berkala Ilmu Perpustakaan dan Informasi 14 (1), 35-44, 2018
39 Pengukuran Kinerja Sistem Informasi pada Universitas Serambi Mekkah Menggunakan Metode IT Balanced Scorecard
2018 No-Q · Journal Inotera 2 (2), 36-41, 2018
40 Dampak Transportasi Daring Terhadap Penyerapan Tenaga Kerja dan Peningkatan Kesejahteraan Di Kota Semarang
2018 No-Q · Journal UNIVERSITAS DIPONEGORO, 2018
41 TEACHING MEDIA DEVELOPMENT OF MATHEMATIC IN THE MATERIALS TRIGONOMETRY SUM AND TWO ANGLES DIFFERENCE BY USING GUI MATLAB
2017 No-Q · Journal Jurnal Natural 17 (2), 69-76, 2017
42 MATH INSTRUCTIONAL MEDIA DESIGN USING COMPUTER FOR COMPLETION OF TWO-VARIABLES LINEAR EQUATION SYSTEM BY ELIMINATION METHOD*
2017 No-Q · Journal Jurnal Natural Unsyiah 17 (1), 1-7, 2017
43 PERANCANGAN MEDIA PEMBELAJARAN APLIKASI FISIKAPADA POKOK BAHASAN FLUIDA STATIS UNTUK SISWA SMA BERBASIS ANDROID
2016 No-Q · Journal Jurnal Pendidikan Sains Indonesia 4 (2), 20-24, 2016
44 2016 12th International Conference on Mathematics, Statistics, and Their Applications (ICMSA), Banda Aceh, Indonesia
2016 No-Q · Journal
45 PENGEMBANGAN SOAL MATEMATIKA SETARA PISA PADA KONTEN SHAPE AND SPACE DAN CHANGE AND RELATIONSHIP UNTUK SISWA SMP
2014 No-Q · Journal Jurnal Pengajaran Matematika dan Ilmu Pengetahuan Alam 19 (1), 29-39, 2014
46 Perbandingan Metode Fuzzy C-Means (Fcm) Dan Fuzzy Gustafson-Kessel (Fgk) Menggunakan Data Citra Satelit Quickbird
2013 No-Q · Journal Matematika, 01-05, 2013
47 Perbandingan Metode Partial Least Square (PLS) dengan Regresi Komponen Utama untuk Mengatasi Multikolinearitas
2012 No-Q · Journal Statistika 12 (1), 33-42, 2012
48 RWikiStat 2.0: a Web Based Statistical Learning System (日本計算機統計学会第 26 回シンポジウム (2012 IASC-ARS セッショ&#1253
2012 No-Q · Journal 日本計算機統計学会シンポジウム論文集, 149-151
49 Determining features of web documents and building a web classifier using support vector machine
2011 No-Q · Journal Advances in Information Sciences and Service Sciences
50 Understanding classification
2009 No-Q · Journal Utrecht University, 2009
51 Visualizing the Classification of Categorical Data
2005 No-Q · Journal SIREN 2005, the Scientific ICT Research Event Netherlands. 6th October 2005, 2005
52 Mosaic plot: Metoda Grafik Untuk Visualisasi Data Kategorik (Mosaic Plot: Graphical Method for Visualizing Catgorical Data)
- No-Q · Journal
53 TECHNICAL PROGRAM COMMITTEE (TPC) MEMBER
- No-Q · Journal
54 General Co-Chair
- No-Q · Journal
1 Analysis of organic egg authenticity determination using laser-induced breakdown spectroscopy (LIBS) assisted by artificial neural networks (ANN)
2025 Q3 · Conference Proceedin IOP Conference Series: Earth and Environmental Science 1510 (1), 012088, 2025
2 Emotion Classification for the 2024 General Election Using Lexicon Approach and Deep Learning Algorithm
2024 No-Q · Conference Proceedin 2024 International Conference on Electrical Engineering and Informatics ..., 2024
3 The Deep Learning-based Intelligent System for Extracting Information from e-KTP
2024 No-Q · Conference Proceedin 2024 2nd International Conference on Software Engineering and Information ..., 2024
4 Enhanced Prediction of Atopic Dermatitis Severity Using Advanced Machine Learning Techniques
2024 Q3 · Conference Proceedin 2024 International Conference on Electrical Engineering and Informatics â¦, 2024
5 QSAR-Based Stacked Ensemble Classifier for Hepatitis C NS5B Inhibitor Prediction
2023 No-Q · Conference Proceedin 2023 2nd International Conference on Computer System, Information Technology â¦, 2023
6 Design and Development of the Aceh Biodiversity Android Application
2023 No-Q · Conference Proceedin 2023 Eighth International Conference on Informatics and Computing (ICIC), 1-6, 2023
7 Performance Analysis and Feature Extraction for Classifying the Severity of Atopic Dermatitis Diseases
2023 No-Q · Conference Proceedin 2023 2nd International Conference on Computer System, Information Technology â¦, 2023
8 Application of Fuzzy Support Vector Regression to Predict the Kovats Retention Indices of Flavors and Fragrances
2022 No-Q · Conference Proceedin 2022 International Conference on Electrical Engineering and Informatics â¦, 2022
9 Preliminary evaluation of chemical component in the 2004 indian ocean giant tsunami impacted soil using a Co2Laser Induced Breakdown Spectroscopy (LIBS)
2021 Q4 · Conference Proceedin Journal of Physics: Conference Series 1816 (1), 012035, 2021
10 Development of Aceh biodiversity information system
2021 Q4 · Conference Proceedin Journal of Physics: Conference Series 1882 (1), 012138, 2021
11 Multiple Criteria Decision Making Based on VIKOR for Productive Economic Endeavors Distribution Problem
2021 No-Q · Conference Proceedin 2021 sixth international conference on informatics and computing (ICIC), 1-6, 2021
12 Isolation, Identification, and Critical Points of Risk of Escherichia coli O157:H7 Contamination at Aceh Cattle Breeding Centre
2020 Q3 · Conference Proceedin 1ST INTERNATIONAL CONFERENCE ON VETERINARY, ANIMAL, AND ENVIRONMENTAL SCIENCES (ICVAES 2019)
13 First-grade junior high school students' mathematical connection ability
2020 Q4 · Conference Proceedin Journal of Physics Conference Series
14 Students' worksheet on circular cylinder topic using GeoGebra software through Discovery Learning model
2020 Q4 · Conference Proceedin Journal of Physics: Conference Series 1460 (1), 012038, 2020
15 Development of student worksheet to improve mathematical representation ability using realistic mathematics approach assisted by GeoGebra software
2020 Q4 · Conference Proceedin Journal of Physics: Conference Series 1460 (1), 012041, 2020
16 Development of Learning Tool with Contextual Teaching and Learning (CTL) Approach to Improve Student Mathematical Connection Ability
2018 Q4 · Conference Proceedin Journal of Physics: Conference Series 1088 (1), 012012, 2018
17 Markas C: An E-Learning Media for Introductory Programming
2018 No-Q · Conference Proceedin 2018 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS)
18 Mathematical Reasoning Abilities of Students through a Model of Discovery Learning in Senior High School
2018 No-Q · Conference Proceedings Proceedings of AICS-Social Sciences 8, 123-132, 2018
19 A web-based agricultural commodity price information system for Aceh region, Indonesia
2017 No-Q · Conference Proceedin 2016 12TH INTERNATIONAL CONFERENCE ON MATHEMATICS, STATISTICS, AND THEIR APPLICATIONS (ICMSA)
20 An Android agricultural commodity price information application by utilizing RESTful web service
2017 No-Q · Conference Proceedin 2017 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS)
21 Periodic update and automatic extraction of web data for creating a Google Earth based tool
2016 No-Q · Conference Proceedin 2015 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER SCIENCE AND INFORMATION SYSTEMS (ICACSIS)
22 Visualizing Irrelevant Attributes Classification Using Mosaicplot
2016 No-Q · Conference Proceedin 2015 3RD INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL AND BUSINESS INTELLIGENCE (ISCBI 2015)
23 Phylogenetic Analysis of Dipterocarpaceae Using Neighborjoining Algorithm
2014 No-Q · Conference Proceedings Proceedings of International Conference on Natural and Environmental Science ..., 2014
24 Perbandingan Metode Fuzzy C-Means (FCM) dan Fuzzy C-Shell (FCS) Menggunakan Data Citra Satelit Quickbird (Studi Kasus Daerah Peukan Bada, Aceh Besar)
2012 No-Q · Conference Proceedings Seminar dan Rapat Tahunan (SEMIRATA) Bidang Ilmu MIPA Badan Kerjasama â¦, 2012
25 RWikiStat 2.0: a Web Based Statistical Learning System (Session 1B (IASC-ARS))
2012 No-Q · Conference Proceedings Proceedings of the symposium of Japanese Society of Computational Statistics ..., 2012
26 Interactive statistics learning with RWikiStat
2010 No-Q · Conference Proceedin 2010 INTERNATIONAL CONFERENCE ON NETWORKING AND INFORMATION TECHNOLOGY (ICNIT 2010)
27 The Development of Interactive Statistical Learning with R Software
2008 No-Q · Conference Proceedings In Proceedings of the 4th IMT-GT International Conference on Mathematics, Statistics and Applications 2008 (ICMSA 2008)
28 Understanding discrete classifiers with a case study in gene prediction
2007 No-Q · Conference Proceedin ICDM 2007: PROCEEDINGS OF THE SEVENTH IEEE INTERNATIONAL CONFERENCE ON DATA MINING
29 Instability of classifiers on categorical data
2005 No-Q · Conference Proceedin Fifth IEEE International Conference on Data Mining, Proceedings
1 Kumpulan soal matematika setara PISA (programme for international student assessment)
2022 Terbit Aulia Maqshum, T. Marwanda, Irnanda, Rahmah Johar, Yusrizal, Muhammad Subianto, M. Duskri, Ulya Rohaizati ; editor, Shinta Wulandari • Syiah Kuala University Press • 9786232647558
1 Penggunaan Pembelajaran Mesin Untuk Identifikasi Peubah Penciri Rumah Tangga Rawan Pangan Di Provinsi Aceh
2024 000759482
2 Flowchat Evaluasi Derajat Keparahan pada Penyakit Kulit Dermatitis Atopik Menggunakan Algoritma Kecerdasan Buatan
2023 -
3 Aplikasi Aceh Biodiversity Berbasis Android
2023 000557963
4 Flowchart Prediksi Nilai pIC50 Senyawa Terhadap Virus Hepatitis C NS5B
2023 -
5 Basis Data Aplikasi Aceh Biodiversity
2023 000483262
6 Desain Sistem Informasi Manajemen Guru dan Siswa di SMK Negeri 1 dan SMK Negeri 3 Banda Aceh
2023 -
7 Aplikasi Aceh Biodiversity Berbasis Website Menggunakan NEXTJS
2023 000557941
8 Flowchart Prediksi Indeks Retensi Kovats menggunakan Machine Learning
2022 -
9 SOAL MATEMATIKA SETARA PISA (Programme For International Student Assessment)
2019 -
No awards yet Achievements and recognitions will appear here
1 Visiting research to work on a Mutual Project Concerning E-Learning and the Wikipedia Platform
20-01-2010 Institute for Statistics and Econometrics • Humboldt-Universitat zu Berlin, Germany
2 Southeast Asia International Joint Research and Training Program in High-Performance Computing Applications and Networking Technology
30-11-2009 National Center for High-Performance Computing (NCHC) • Taichung, Taiwan
Academic Overview
95
Total
Journal54
Proceeding29
Book1
Patent9
Workshop2
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