Prof. Dr. Taufik Fuadi Abidin, S.Si., M.Tech
Prof. Dr. Taufik Fuadi Abidin, S.Si., M.Tech
Fakultas Matematika dan Ilmu Pengetahuan Alam
Data Mining
Professional Summary

I am a Professor in Computer Science at Universitas Syiah Kuala. I completed my Ph.D. in Computer Science from North Dakota State University USA in 2006 under the supervision of Prof. Dr. William Perrizo and finished a Master's degree in Computer Science from Royal Melbourne Institute of Technology Australia in 2000. I had been a Senior Software Engineer at Ask.com, one of the U.S. core search engine companies, developing algorithms and implementing efficient production-level programs to improve web search results. I was involved in developing utilities for usage mining and query understanding using Natural Language Processing (NLP).  My research interests are in Machine Learning, Big Data Analytics, Web and Text Mining, Information Retrieval, and Information Extraction related topics which include acronyms extraction, web classification, social media mining, processing, and analyzing a large set of digital data. I have developed algorithms to automatically extract tropical diseases information reported on Indonesian online news articles and developed a repository of tropical disease incidents. I have also successfully developed algorithms to automatically determine the pairs of acronyms and expansions in the Indonesian language and developed what so-called IndoAcro, the Indonesian Acronyms and Expansions Repository. The acronyms and expansions are determined automatically using machine learning algorithms and to expedite the process, Hadoop big data technology was utilized.

Educational Background
2002 – 2006
S3
North Dakota State University
Ilmu Komputer/Informatika
1999 – 2000
S2
Royal Melbourne Institute Of Technology University
Ilmu Komputer
2000 – 1993
S1
Institut Teknologi Sepuluh November
Matematika
1 Enhancing Face Recognition Model Performance Through HyperStyle-Driven Data Augmentation
2025 Q1 · Journal Applied Computational Intelligence and Soft Computing
2 Incorporation of IndoBERT and Machine Learning Features to Improve the Performance of Indonesian Textual Entailment Recognition
2025 Q3 · Journal Journal of Information Systems Engineering and Business Intelligence
3 Machine Learning Model Evaluation for Predicting Damper Control to Regulate Temperature in Isolation Room
2025 Q3 · Journal Defect and Diffusion Forum
4 Integration of machine learning and climate data for enhanced dengue hemorrhagic fever (DHF) prediction: A case study in Banda Aceh
2025 No-Q · Journal International Journal of Disaster Management
5 Hybrid Models for Emotion Classification and Sentiment Analysis in Indonesian Language
2024 Q1 · Journal Applied Computational Intelligence and Soft Computing
6 Risk factors of pulmonary tuberculosis in Indonesia: A case-control study in a high disease prevalence region
2024 No-Q · Journal Narra J
7 Analisis Laju Pembelajaran untuk Pengenalan Nyeri Melalui Metode Viola-Jones dan Pembelajaran Mendalam
2024 No-Q · Journal Jurnal Nasional Teknik Elektro dan Teknologi Informasi
8 Learning Rate Analysis for Pain Recognition Through Viola-Jones and Deep Learning Methods
2024 No-Q · Journal Jurnal Nasional Teknik Elektro dan Teknologi Informasi 13 (2), 77-83, 2024
9 Strategi Peningkatan Kualitas Menuju Perguruan Tinggi Berkelas Dunia
2023 No-Q · Journal Direktorat Jenderal Pendidikan Tinggi, Riset, dan Teknologi 87, 2023
10 THE PREDICTION OF KOVATS RETENTION INDICES OF ESSENTIAL OILS AT GAS CHROMATOGRAPHY USING GENETIC ALGORITHM-MULTIPLE LINEAR REGRESSION AND SUPPORT VECTOR REGRESSION
2022 Q3 · Journal Journal of Engineering Science and Technology
11 A Deep Learning Method for Early Detection of Diabetic Foot Using Decision Fusion and Thermal Images
2022 Q1 · Journal Applied Sciences Switzerland
12 Acoustic Model with Multiple Lexicon Types for Indonesian Speech Recognition
2022 Q2 · Journal Applied Computational Intelligence and Soft Computing
13 License Plate Character Recognition using Convolutional Neural Network
2022 No-Q · Journal Journal of Information Systems Engineering and Business Intelligence 8 (1 ..., 2022
14 Research Article Acoustic Model with Multiple Lexicon Types for Indonesian Speech Recognition
2022 No-Q · Journal
15 Recognizing Indonesian acronym and expansion pairs with supervised learning and mapreduce
2020 Q2 · Journal Information Switzerland
16 Characteristics of laser induced breakdown investigated by a compact, nongated optical multichannel analyzer system and its potential application
2020 Q1 · Journal Heliyon
17 Decision tree classifier for university single rate tuition fee system
2020 Q4 · Journal International Journal of Business Intelligence and Data Mining
18 Penerapan TPACK dan Problem-Based Learning Model untuk Meningkatkan Kemampuan Berpikir Kritis Siswa
2020 No-Q · Journal Jurnal Peluang
19 GOOGLE MAPS AND MAPBOX API PERFORMANCE ANALYSIS ON ANDROID-BASED LECTURE ATTENDANCE APPLICATION
2019 No-Q · Journal Jurnal Natural
20 Upaya Guru Menggunakan Game dalam Pembelajaran Matematika
2019 No-Q · Journal Jurnal Peluang 7 (1), 13-21, 2019
21 Pengenalan Karakter Plat Nomor Kendaraan Bermotor Menggunakan Zoning dan Fitur Freeman Chain Code
2018 No-Q · Journal Jurnal Rekayasa Elektrika 14 (1), 19-25, 2018
22 PENGEMBANGAN SISTEM PEMANTAUAN PROSES BACKUP DATA TERDISTRIBUSI MENGGUNAKAN OWNCLOUD BERBASIS WEB
2018 No-Q · Journal Jurnal Komputer, Informasi Teknologi, dan Elektro
23 KEMAMPUAN KOMUNIKASI MATEMATIS DAN METAKOGNITIF SISWA SMP PADA MATERI LINGKARAN BERDASARKAN GENDER
2017 No-Q · Journal Jurnal Pendidikan Matematika
24 Pembaruan Aplikasi Paperless Office Universitas Syiah Kuala
2016 No-Q · Journal Jurnal Rekayasa Elektrika 12 (1), 16-20, 2016
25 ANALISA KEEFEKTIFAN MYSQL CLUSTER DAN NON-CLUSTER DALAM MEMPROSES DATA AKADEMIK
2016 No-Q · Journal SESINDO 2016 2016, 2016
26 Automatic extraction of place entities and sentences containing the date and number of victims of tropical disease incidence from the web
2013 No-Q · Journal Journal of Emerging Technologies in Web Intelligence
27 Klasifikasi Gambar Berwarna Menggunakan K-Nearest Neighbor dan Support Vector Machine
2013 No-Q · Journal SNASTIKOM, 2013
28 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
29 Penentuan Secara Otomatis Akronim dan Ekspansinya Dari Data Teks Berbahasa Indonesia
2011 No-Q · Journal SNATIKA 1 (1), 2011
30 Method and System for Data Mining of Very Large Spatial Datasets using Vertical Set Inner Products
2010 No-Q · Journal US Patent 7,836,090, 2010
31 Enhanced SMART-TV: A classifier with vertical data structure and dimensional projections pruning
2009 Q3 · Journal Internetworking Indonesia Journal
32 Vertical Data Mining on Very Large Data Sets
2008 No-Q · Book Encyclopedia of Data Warehousing and Mining Second Edition
33 A Vertical Approach to Computing Set Squared Distance
2006 No-Q · Journal IJ Comput. Appl. 13 (2), 94-102, 2006
34 Vertical total variation for developing a scalable nearest neighbor classifier
2006 No-Q · Journal North Dakota State University, 2006
35 Vertical Database Design for Scalable Data Mining
2005 No-Q · Book Encyclopedia of Database Technologies and Applications
36 Vertical Data Mining
2005 No-Q · Book Encyclopedia of Data Warehousing and Mining 2 Volumes
37 North Dakota State-Wide Housing Needs Assessment: 2004 Final Report
2004 No-Q · Journal Retrieved May, 2006, 2004
38 Vertical Set Inner Products: A Fast and Scalable Technique to Compute Total Variation in Large Data Set
- No-Q · Journal
1 Comparative Analysis of Liver Disease Classification Using Ensemble Learning and Feature Selection
2025 Q3 · Book Series International Conference on Data Science and Artificial Intelligence, 253-265, 2024
2 Preface
2025 Q4 · Conference Proceedin Bio Web of Conferences
3 Hybrid Models for Recognizing Indonesian Textual Entailment
2024 Q3 · Conference Proceedin 2024 7th International Conference on Informatics and Computational Sciences â¦, 2024
4 Optimizing Pomegranate Growth Stage Detection Using YOLOv8 and Hybrid Machine Learning Approaches
2024 Q3 · Conference Proceedin 2024 International Conference on Electrical Engineering and Informatics ..., 2024
5 Sentiment Analysis Multi-Label of Toxic Comments using BERT-BiLSTM Methods
2024 Q3 · Conference Proceedin 2024 International Conference on Electrical Engineering and Informatics ..., 2024
6 Fine-Tuning Large Language Model (LLM) to Answer Basic Questions for Prospective New Students at Syiah Kuala University Using the Retrieval-Augmented Generation (RAG) Method
2024 No-Q · Conference Proceedin 2024 Ninth International Conference on Informatics and Computing (ICIC), 1-5, 2024
7 Hybrid Algorithm Using CNN and LSTM to Improve Performance in Skin Lesion Image Classification
2024 No-Q · Conference Proceedin 2024 Ninth International Conference on Informatics and Computing (ICIC), 1-6, 2024
8 Streamlit Application for Helmet Detection Based on YOLOS: Case Study Indonesia
2024 No-Q · Conference Proceedings 2024 International Conference on Decision Aid Sciences and Applications â¦, 2024
9 Action Localization and Recognition through Unsupervised I3D and TSN
2023 No-Q · Conference Proceedin 2023 3rd International Conference on Computing and Information Technology ..., 2023
10 Enhancing Glioma Grading Performance: A Comparative Study on Feature Selection Techniques and Ensemble Machine Learning
2023 No-Q · Conference Proceedin 2023 International Conference on Computer, Control, Informatics and its â¦, 2023
11 Optimizing Heart Disease Classification: Exploring the Impact of Feature Selection and Performance of Machine Learning Algorithms
2023 Q3 · Book Series International Conference on Data Science and Artificial Intelligence, 279-287, 2023
12 Performance Analysis of Face Verification through the Decision Fusion using Several Face Recognition Models
2023 No-Q · Conference Proceedin 2023 Eighth International Conference on Informatics and Computing (ICIC), 1-6, 2023
13 Deep Age Estimation Model Optimization
2023 No-Q · Conference Proceedin 2023 International Workshop on Artificial Intelligence and Image Processing ..., 2023
14 Transformer-Based Indonesian Language Model for Emotion Classification and Sentiment Analysis
2023 No-Q · Conference Proceedin 2023 International Conference on Information Technology and Computing â¦, 2023
15 HyperStyle-Based Data Augmentation to Improve the Performance of Face Recognition Model
2022 No-Q · Conference Proceedin 2022 International Conference on Electrical Engineering and Informatics ..., 2022
16 Robustness Measurement of Features using Various Machine Learning Methods
2022 No-Q · Conference Proceedin 2022 International Conference on Electrical Engineering and Informatics ..., 2022
17 Performance of Deep Learning Benchmark Models on Thermal Imagery of Pain through Facial Expressions
2022 No-Q · Conference Proceedin 2022 IEEE International Conference on Communication, Networks and Satellite â¦, 2022
18 Analysis of Face Data Augmentation in Various Poses for Face Recognition Model
2022 No-Q · Conference Proceedin 2022 Seventh International Conference on Informatics and Computing (ICIC), 1-6, 2022
19 Hotel Review Sentiment Analysis Using Indonesian Language Based on Machine Learning
2022 No-Q · Conference Proceedin Iceecit 2022 Proceedings 2022 International Conference on Electrical Engineering Computer and Inform
20 Comparison of Classification Methods Using Feature Selection for Smartphone Sentiment Analysis
2022 No-Q · Conference Proceedin 2022 International Conference on Electrical Engineering, Computer and ..., 2022
21 Predicting Missing Values of Well Logs and Classifying Lithology using Machine Learning Algorithms
2022 No-Q · Conference Proceedin 2022 6th International Conference on Information Technology, Information ..., 2022
22 Design and Implementation of Indoor Positioning System Technology Lecture Attendance Application using Bluetooth Low Energy and K-NN Classification Model
2021 No-Q · Conference Proceedin 2021 International Conference on Computer System, Information Technology ..., 2021
23 Determination of Sentence Similarity Level Using Vector Space Model (VSM) and Word Relationship Weighting for Plagiarism Detection for Indonesian Documents
2021 No-Q · Conference Proceedin 2021 International Conference on Data Science, Artificial Intelligence, and ..., 2021
24 Effectiveness of Data Augmentation in Multi-class Face Recognition
2021 No-Q · Conference Proceedin 2021 5TH INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTATIONAL SCIENCES (ICICOS 2021)
25 The development of learning tools using treffinger model assisted by geogebra to enhance students' creativity
2020 Q4 · Conference Proceedin Journal of Physics: Conference Series 1460 (1), 012045, 2020
26 IndoAcro: An Indonesian Acronym and Expansion Repository with Data Auto-Update Implementation
2020 Q4 · Conference Proceedin Journal of Physics: Conference Series 1566 (1), 012100, 2020
27 Building a needs-based curriculum in data science and artificial intelligence: Case studies in Indonesia, Sri Lanka, and Thailand
2020 No-Q · Conference Proceedin International Symposium on Project Approaches in Engineering Education
28 Deep Neural Network for Automatic Speech Recognition from Indonesian Audio using Several Lexicon Types
2020 No-Q · Conference Proceedin 2020 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS 2020)
29 Model and Simulation to Reduce Covid-19 New Infectious Cases: A Survey
2020 No-Q · Conference Proceedin 2020 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS 2020)
30 Indonesia's Districts Mapping Based on the Scores of the 2017 High School National Examination
2020 No-Q · Conference Proceedin 2020 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS 2020)
31 Grouping the districts in Indonesia based on value of science subjects of National Exam using K-Means clustering method
2019 Q3 · Conference Proceedin Iop Conference Series Materials Science and Engineering
32 A distributed approach to determine acronym and expansion pairs using apache spark
2019 No-Q · Conference Proceedin 2019 IEEE International Conference on Cybernetics and Computational ..., 2019
33 Clustering of Districts in Indonesia using the 2015 High School Social Sciences National Examination Results
2019 No-Q · Conference Proceedin 2019 3RD INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTATIONAL SCIENCES (ICICOS 2019)
34 The feasibility of an Android-based pocketbook as mathematics learning media in senior high school
2018 Q4 · Conference Proceedin Journal of Physics: Conference Series 1088 (1), 012056, 2018
35 Learning direct proportion by using the context of timpan recipes
2018 Q4 · Conference Proceedin Journal of Physics: Conference Series 1088 (1), 012048, 2018
36 The quality of mathematics learning material using a modification of Think Pair Share (TPS) model
2018 Q4 · Conference Proceedin Journal of Physics Conference Series
37 Performance evaluation of n-grams ratio features in solving multi-classes classification problems
2018 No-Q · Conference Proceedin PROCEEDINGS OF 2018 THE 10TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND ELECTRICAL ENGINEERING (ICITEE)
38 Anti-theft Vehicle Monitoring and Tracking Android Application Using Firebase as Web Service
2018 No-Q · Conference Proceedin 2018 2ND INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS)
39 Performance analysis of Apache hadoop for generating candidates of acronym and expansion pairs and their numerical features
2018 No-Q · Conference Proceedin 2018 3rd International Conference on Information Technology, Information ..., 2018
40 The Development of Blended Learning Media in Math Learning of Senior High School
2018 No-Q · Conference Proceedings
41 Student Difficulties in Solving High Order Thinking Skills (HOTS) Problem on Geometry Problems Viewed from the Cognitive Styles
2018 No-Q · Conference Proceedings
42 Algorithm for updating n-grams word dictionary for web classification
2017 No-Q · Conference Proceedin 2016 INTERNATIONAL CONFERENCE ON INFORMATICS AND COMPUTING (ICIC)
43 N-grams based features for Indonesian tweets classification problems
2017 No-Q · Conference Proceedin 2017 INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND INFORMATICS (ICELTICS)
44 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)
45 Analisa Keefektifan MySQL Cluster dan Non-Cluster dalam Memproses Data Akademik
2016 No-Q · Conference Proceedings Seminar Nasional Sistem Informasi Indonesia (SESINDO)
46 Rule-based and machine learning approach for event sentence extraction in Indonesian online news articles
2014 No-Q · Conference Proceedin 2014 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY SYSTEMS AND INNOVATION (ICITSI)
47 Students' metacognitive skill in mathematics learning with cabri geometry II plus
2013 No-Q · Conference Proceedings Proceedings of the Annual International Conference, Syiah Kuala University ..., 2013
48 Klasifikasi Gambar Berwarna Menggunakan K-Nearest Neighbor (KNN) dan Support Vector Machine (SVM)
2013 No-Q · Conference Proceedings Seminar Nasional Teknologi Informasi dan Komunikasi
49 Mengukur Tingkat Kesamaan Paragraf Menggunakan Vector Space Model untuk Mendeteksi Plagiarisme
2013 No-Q · Conference Proceedings Seminar Nasional dan Expo Teknik Elektro
50 Aplikasi Sistem Informasi Retail: Studi Kasus CV. Alif Kecamatan Labuhan Haji
2013 No-Q · Conference Proceedings Seminar Nasional Teknologi Informasi dan Komunikasi
51 Development of tsunami evacuation simulation for Banda Aceh City planning
2011 No-Q · Conference Proceedin 20th International Conference on Software Engineering and Data Engineering ..., 2011
52 LEARNING TO CLASSIFY TROPICAL DISEASE WEB PAGES FROM LARGE INDONESIAN WEB DOCUMENTS
2011 Web of Science FOURTH INTERNATIONAL CONFERENCE ON COMPUTER AND ELECTRICAL ENGINEERING (ICCEE 2011)
53 Analisa dan Evaluasi Afiks Stemming untuk Bahasa Indonesia
2011 No-Q · Conference Proceedings Seminar Nasional Dan Expo Teknik Elektro, 46-51, 2011
54 Penentuan Secara Otomatis Akronim dan Ekspansinya Dari Data Teks Berbahasa Indonesia
2011 No-Q · Conference Proceedings Seminar Nasional Teknologi Informasi, Komunikasi, dan Aplikasinya
55 Singular Value Decomposition for dimensionality reduction in unsupervised text learning problems
2010 No-Q · Conference Proceedin International Conference on Education Technology and Computer 4, V4-422-V4-426, 2010
56 Pengelompokan Dokumen Menggunakan K-Means dan Singular Value Decomposition: Studi Kasus Menggunakan Data Blog
2009 No-Q · Conference Proceedings Seminar Sistem Informasi Indonesia 2009 (Sesindo 2009), 2009
57 SMART-TV: A fast and scalable nearest neighbor based classifier for data mining
2006 Q3 · Conference Proceedin Proceedings of the 2006 ACM symposium on Applied computing, 536-540, 2006
58 Clustering microarray data based on density and shared nearest neighbor measure
2006 No-Q · Conference Proceedin Computers and their Applications, 360-365, 2006
59 An alternative arrangement of symmetric datasets for vertical clustering algorithms
2006 No-Q · Conference Proceedin Computers and their Applications, 47-52, 2006
60 Efficient image classification on vertically decomposed data
2006 No-Q · Conference Proceedin Proceedings of the 22nd International Conference on Data Engineering ..., 2006
61 Vertical set square distance: A fast and scalable technique to compute total variation in large datasets
2005 No-Q · Conference Proceedin PROCEEDINGS OF THE ISCA 20TH INTERNATIONAL CONFERENCE ON COMPUTERS AND THEIR APPLICATIONS
62 An API for transparent distributed vertical data mining
2005 No-Q · Conference Proceedin IASSE, 151-156, 2005
63 Vertical set square distance based clustering without prior knowledge of K
2005 No-Q · Conference Proceedin IASSE, 72-77, 2005
1 Strategi Pengelolaan Fakultas Menuju Universitas Berkelas Dunia
2025 Terbit Akhmaloka, Brian Yuliarto, Budi Widjaja Soetjipto, Danang Sri Hadmoko, Docki Saraswati, Ferani Eva Zulvia, Hermawan Kresno Dipojono, Indra Wijaya Kusuma, Kadarsah Suryadi, Muchlisin ZA, Muhammad Nasrum Massi, Ni Nyoman Tri Puspaningsih, Supriyadi, Su Kementerian Pendidikan Tinggi, Sains, dan Teknolog 9786029290851
2 Panduan kurikulum pengelolaan perguruan tinggi menuju universitas berkelas dunia
2022 Terbit Akhmaloka, Badri Munir Sukoco, Budi Widjaja Soetjipto, Docki Saraswati, Ferani Eva Zulvia, Hermawan Kresno Dipojono, Indra Wijaya Kusuma, Kadarsah Suryadi, Muh. Nasrum Massi, Supriyono, Taufik Fuadi Abidin Syiah Kuala University Press 9786232647466
1 AvoScan: Aplikasi Android untuk Penentuan Tahap Pematangan dan Perkiraan Umur Simpan Buah Alpukat
2025 EC002025213089
2 Aplikasi TuriMuka (Teknologi Unggul Rekognisi Muka) Berbasis Android
2021 EC00202149618
3 Sistem Informasi Potensi Gampong Kemukiman Lamteungoh (SiPoLam)
2021 000276349
4 Aplikasi IndoAcro Berbasis Android
2020 EC00202056977
5 Repositori IndoAcro (Indonesian Acronyms And Expansions) Berbasis Teknologi Machine Learning Dan Big Data
2018 EC00201855581
6 Method and system for data mining of very large spatial datasets using vertical set inner products
2005 US7836090
1 2005, North Dakota EPSCoR (Experimental Program to Stimulate Competitive Research) Doctoral Dissertation Award
01-06-2005 NDSU and National Science Foundation (NSF) Fargo, ND United States
2 Comm. Tech Communications Industry Price (Computing) for Academic Excellent
08-08-2000 Given by RMIT University Melbourne Australia
1 Workshop on Developing Online Education
10-06-2013 Fakultas Ilmu Komputer, Universitas Indonesia Depok, Jawa Barat
2 Workshop on Enterprise IT Architecture Development
21-04-2013 APTIKOM Aceh Oasis Hotel Atjeh, Banda Aceh.
Academic Overview
113
Total
Journal38
Proceeding63
Book2
Patent6
Award2
Workshop2
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