Dr. Muhammad Subianto, S.Si, M.Si

Tentang Saya (About Me)

I am a lecturer at Informatics Department, Faculty of Mathematics and Natural Sciences, Syiah Kuala University Unsyiah. I completed my Ph.D studies under the supervision of prof. dr. Arno Siebes at the Algorithmic Data Analysis group 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 M.S. B.S. Department of Information and Computing Sciences (at the Algorithmic Data Analysis group), Universiteit Utrecht, The Netherlands, 2009. Department of Statistics, Bogor Agricultural University IPB Bogor, Indonesia, 2000. Department of Mathematics, Sepuluh Nopember Institute of Technology 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.



email subianto[at]unsyiah.ac.id
www http://www.fsd.unsyiah.ac.id/subianto/
idGaruda idThomson idScopus idGoogleScholar

Publikasi (Publications)

Jurnal (Journals)

Linda Andalia, Usman & Muhammad Subianto, 2020, The Application of Problem-Based Learning Model to Improve Students\' Mathematical Reasoning Skills, International Journal of Scientific & Technology Research, 9 (03), 3532-3536, ISSN 2277-8616.

Taufik Fuadi Abidin, Amir Mahazir, Muhammad Subianto, Khairul Munadi & Ridha Ferdhiana, 2020, Recognizing Indonesian Acronym and Expansion Pairs with Supervised Learning and MapReduce, Information, 11 (4), 1-13, ISSN 2078-2489.

Tuti Asmiati, M. Ikhsan & Muhammad Subianto, 2020, Pengembangan Perangkat Pembelajaran Problem Based Learning Berbantuan Software Geogebra di SMP, Jurnal Numeracy, 7 (1) , 109-122, eISSN : 2502-6887 | pISSN : 2355-0074.

Almunir Sihotang, Muhammad Subianto & Zainal Abidin, 2019, Development of Straight Line Equation Module Based on Guided Inquiry Learning to Improve the Mathematical Connection Ability of Middle School Students, Eduma : Mathematics Education Learning and Teaching, 8 (1) , 1-10, pISSN : 2086-3918 eISSN : 2502-5309.

Purnama Mulia Farib, M. Ikhsan & Muhammad Subianto, 2019, Proses Berpikir Kritis Matematis Siswa Sekolah Menengah Pertama melalui Discovery Learning, Jurnal Riset Pendidikan Matematika, 6 (1) , 99-117, ISSN: 2356-2684 (Print) | 2477-1503 (Online).

Nurjani Nurjani, Rahmah Johar & Muhammad Subianto, 2019, Hasil Belajar Geometri Siswa SMP dengan Menerapkan Pembelajaran Berbasis E-learning, Jurnal Peluang, 7 (1) , 185-192, ISSN: 2302-5158 (Print) 2685-1539 (Online).

Muhammad Subianto, Fitriana AR & Meildha Hijriyana P., 2018, Pola peminjaman buku di perpustakaan Universitas Syiah Kuala menggunakan Algoritma Eclat, Berkala Ilmu Perpustakaan dan Informasi, 14 (1), 35-44, ISSN 1693-7740 (print), ISSN 2477-0361 (online).

Muhammad Al Agani, Rizal Munadi & Muhammad Subianto, 2018, Evaluasi Kinerja Sistem Informasi Akademik Menggunakan IT Balanced Scorecard Pada Universitas Serambi Mekkah Banda Aceh, Jurnal Informatika Upgris, 4 (1) , 96-105, ISSN: 2477-6645.

Rika Siviani, Cut Morina Zubainur & Muhammad Subianto, 2018, Kemampuan Berpikir Kreatif Siswa SMP melalui Model Problem Based Learning, Jurnal Didaktik Matematika, 5 (1) , 27-39, ISSN: 2355 – 4185 (Print) ISSN: 2548 – 8546 (Onli.

Nurbaiti, Salmawaty, Muhammad Subianto & Reza Wafdan, 2017, Math Instructional Media Design using Computer for Completion of Two-variables Linear Equation System by Elimination Method, Jurnal Natural, 17 (1), 1-7, eISSN : 2541-4062 pISSN : 1411-8513.

Cut Mulyawati, Salmawaty, Muhammad Subianto & Reza Wafdan, 2017, Teaching Media Development of Mathematic in the Materials Trigonometry Sum and Two Angles Difference by Using Gui Matlab, Jurnal Natural, 17 (2), 69-76, eISSN : 2541-4062 pISSN : 1411-8513.

Muhammad Iqbal, Yusrizal Yusrizal & Muhammad Subianto, 2016, Perancangan Media Pembelajaran Aplikasi Fisika pada Pokok Bahasan Fluida Statis untuk Siswa SMA Berbasis Android, Jurnal Pendidikan Sains Indonesia (Indonesian Journal of Science Education), 4 (2) , 20-24, p-ISSN: 2338-4379 e-ISSN: 2615-840X.

Irnanda, Rahmah Johar & Muhammad Subianto, 2014, Pengembangan Soal Matematika Setara PISA pada Konten Shape and Space dan Change and Relationship untuk Siswa SMP, Jurnal Pengajaran Matematika dan IPA, 19 (1), 29-39, ISSN: 1412-0917.

Nurhasanah, Muhammad Subianto & Rika Fitriani, 2012, Perbandingan Metode Partial Least Square (PLS) dengan Regresi Komponen Utama untuk Mengatasi Multikolinearitas, STATISTIKA: Forum Teori dan Aplikasi Statistika, 12 (1), 33-42, E-ISSN : 2599 - 2538 ISSN : 1441 - 5899.

Taufik Fuadi Abidin, Alim Misbullah & Muhammad Subianto, 2011, Determining Features of Web Documents and Building a Web Classifier using Support Vector Machine, Advance in Information Sciences and Service Sciences: An International Journal of Research and Innovation, 3 (10), 401-408, ISSN: 1976-3700.

Prosiding (Proceedings)

Mursyidah, Anwar & Muhammad Subianto, 2019, Students\' Worksheet on Circular Cylinder Topic using GeoGebra Software through Discovery Learning Model, Enacting STEM Education for Digital Age Learners, The 1st Annual International Conference on Mathematics, Science & Technology Education (AICMSTE) 2019, Banda Aceh, Indonesia, 14-15 September 2019, IOP Publishing, Temple Circus, Temple Way, Bristol, BS1 6HG, Institute of Physics (IOP Publishing), , 17426588, 17426596.

Nurlisna, Anwar & Muhammad Subianto, 2019, Development of Student Worksheet to Improve Mathematical Representation Ability using Realistic Mathematics Approach Assisted by GeoGebra Software, Enacting STEM Education for Digital Age Learners, The 1st Annual International Conference on Mathematics, Science & Technology Education (AICMSTE) 2019, Banda Aceh, Indonesia, 14-15 September 2019, IOP Publishing, Temple Circus, Temple Way, Bristol, BS1 6HG, Institute of Physics (IOP Publishing), , 17426588, 17426596.

M Rahmi, Usman & Muhammad Subianto, 2019, First-grade Junior High School Students\' Mathematical Connection Ability, Enacting STEM Education for Digital Age Learners, The 1st Annual International Conference on Mathematics, Science & Technology Education (AICMSTE) 2019, Banda Aceh, Indonesia, 14-15 September 2019, IOP Publishing, Temple Circus, Temple Way, Bristol, BS1 6HG, Institute of Physics (IOP Publishing), 0, 17426588, 17426596.

Teuku R. Ferasyi, Mahdi Abrar, Muhammad Subianto, Cut Afrianandra, Muhammad Hambal, Razali Razali, Ismail Ismail, Nurliana Nurliana, Rastina Rastina, Wahyu E. Sari, Safika Safika, Vierman Vierman, Nellita Mutia, Rina A. Barus, Yusmadi Yusmadi, Teuku S. Ro, 2019, Isolation, Identification, and Critical Points of Risk of Escherichia coli O157: H7 Contamination at Aceh Cattle Breeding Centre, Strengthening Food and Environmental Securities Through Development of Research and Technology in Veterinary, Animal, and Environmental Sciences, The 1st International Conference on Veterinary, Animal, and Environmental Sciences (ICVAES 2019), Banda Aceh, Indonesia, 15-17 Oktober 2019, 17, avenue du Hoggar ? PA de Courtabœuf – BP 112 ? 91944 Les Ulis Cedex A (France), E3S Web of Conferences (EDP Sciences), , eISSN: 2267-1242.

Mauliana, M Ikhsan & Muhammad Subianto, 2018, Development of Learning Tool with Contextual Teaching and Learning (CTL) Approach to Improve Student Mathematical Connection Ability, Inspiring students to learn: Fostering innovative teaching and learning of science, mathematics and technology, The 6th South East Asia Design Research (SEA-DR) International Conference, Banda Aceh, Indonesia, 27-28 Juni 2018, IOP Publishing, Temple Circus, Temple Way, Bristol, BS1 6HG, Institute of Physics, , 17426588,17426596.

Viska Mutiawani, Vidilla Elfa, Juwita, Muslim Amiren, Razief Perucha Fauzie Afidh & Muhammad Subianto, 2018, Markas C: An E-Learning Media for Introductory Programming, Intelligent Devices and Computing for Accelerating Industry 4.0 and Enriching Smart Societies, 2018 International Conference on Electrical Engineering and Informatics (ICELTICs 2018), Banda Aceh, 19-20 September 2018, , IEEE, , ISBN: 978-1-5386-6140-6.

Nisya Fajri, M. Ikhsan & Muhammad Subianto, 2018, Mathematical Reasoning Abilities of Students through a Model of Discovery Learning in Senior High School, Connecting the World Through Innovation and Sustainable Development, The 8th Annual International Conference 2018 (AIC 2018) on Social Science, Banda Aceh, Indonesia, 12-14 September 2018, Banda Aceh, Indonesia, Syiah Kuala University Press, , ISSN: 2089-208X.

Viska Mutiawani, Muhammad Subianto & Misbahul Makruf, 2017, An Android Agricultural Commodity Price Information Application by Utilizing RESTful Web Service, Advancing Knowledge, Research, and Technology for Humanity, 2017 International Conference on Electrical Engineering and Informatics (ICELTICs 2017), Banda Aceh, 18-20 Oktober 2017, , IEEE, , ISBN: 978-1-5386-2934-1.

Viska Mutiawani, Muhammad Subianto & Tony HR, 2016, A Web-based Agricultural Commodity Price Information System for Aceh Region, Indonesia, , 2016 12th International Conference on Mathematics, Statistics, and Their Applications (ICMSA 2016), Banda Aceh, 4-6 Oktober 2016, , IEEE, , ISBN: 978-1-5090-3385-0.

Muhammad Subianto, 2015, Visualizing Irrelevant Attributes Classification Using Mosaicplot, Computational and Business Intelligence, 2015 3rd International Symposium on Computational and Business Intelligence (ISCBI), Bali, 7-9 Desember 2015, , IEEE, , ISBN: 978-1-4673-8501-5.

Taufik Fuadi Abidin, Muhammad Subianto, Taufiq A. Gani & Ridha Ferdhiana, 2015, Periodic Update and Automatic Extraction of Web Data for Creating a Google Earth Based Tool, Advanced Computer Science and Information Systems, International Conference on Advanced Computer Science and Information Systems 2015 (ICACSIS 2015), Universitas Indonesia, Jakarta, 10-11 Oktober 2015, Jakarta, IEEE, , ISBN: 978-1-5090-0363-1.

Ulfi Maulida, Muhammad Subianto & Essy Harnelly, 2014, Phylogenetic Analysis of Dipterocarpaceae Using Neighborjoining Algorithm, Managing Disaster and Environmental Issues with Sciences and Technologies towards Sustainable Development, In Proceedings of the 2nd International Conference on Natural and Environmental Sciences 2014 (ICONES 2014), Banda Aceh, 9-11 September 2014, Banda Aceh, Indonesia, Syiah Kuala University Press, , ISSN: 2407-2389.

Hizir Sofyan, Edi Muttaqin & Muhammad Subianto, 2012, RWikiStat 2.0 : a Web Based Statistical Learning System, , Proceedings of the Symposium of Japanese Society of Computational Statistics 26 , Tokyo, 1 November 2012, , Japanese Society of Computational Statistics , , Online ISSN : 2189-583X Print ISSN : 218.

Novi Reandy Sasmita, Hizir Sofyan & Muhammad Subianto, 2012, Perbandingan Metode Fuzzy-C-Means (FCM) dan Fuzzy-C-Shell (FCS) Menggunakan Data Citra Satelit Quick Bird (Studi Kasus Daerah Peukan Bada, Aceh Besar), Peran MIPA dalam Pengembangan SDM dan SDA, Semirata BKS-PTN Wilayah Barat Bidang MIPA Tahun 2012, Medan, Sumatera Utara, 11-12 Mei 2012, Medan, Sumatera Utara, FMIPA Universitas Negeri Medan, , .

Muhammad Subianto & Hizir Sofyan, 2010, Interactive Statistics Learning with RWikiStat, , 2010 International Conference on Networking and Information Technology (ICNIT 2010), Manila (Philippines), 11-12 June 2010, , , , ISBN: 978-1-4244-7578-0.

Hizir Sofyan, Miftahuddin & Muhammad Subianto, 2008, The Development of Interactive Statistical Learning with R Software, , In Proceedings of the 4th IMT-GT International Conference on Mathematics, Statistics and Applications 2008 (ICMSA 2008), Banda Aceh, 9-11 June 2008, , , , ISBN: 978-602-8199-11-7.

Training/Diklat (Workshops)

20-01-2010, Visiting research to work on a Mutual Project Concerning E-Learning and the Wikipedia Platform, Institute for Statistics and Econometrics, Humboldt-Universitat zu Berlin, Germany
30-11-2009, Southeast Asia International Joint Research and Training Program in High-Performance Computing Applications and Networking Technology, National Center for High-Performance Computing (NCHC), Taichung, Taiwan