Laboratory of Machine Learning and Big Data

Research output

Research output per year 2013 2018 2019 2021 2022 2023 2024 2025

• 443 Citations
• 10 h-index
• 49 Conference contribution
• 39 Article
• 29 Conference article

Research output per year

Research output per year

Search results

• 2025

  Hydrophobicity signal analysis for robust SARS-CoV-2 classification

  Jamhuri, M., Irawan, M. I., Mukhlash, I. & Puspaningsih, N. N. T., Feb 2025, In: Indonesian Journal of Electrical Engineering and Computer Science. 37, 2, p. 1294-1305 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • SARS Coronavirus 100%
  • Neural Network 100%
  • DNA Sequencing 66%
  • Sequence Length 66%
  • Learning System 50%

• Timed concurrent system modeling and verification of home care plan

  Taryana, A., Adzkiya, D., Mufid, M. S. U. & Mukhlash, I., Feb 2025, In: International Journal of Electrical and Computer Engineering. 15, 1, p. 870-882 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Concurrent System 100%
  • Concurrent Process 100%
  • Implementation Plan 50%
  • Computation Tree 50%
• 2024

  A deep-genetic algorithm (deep-GA) approach for high-dimensional nonlinear parabolic partial differential equations

  Putri, E. R. M., Shahab, M. L., Iqbal, M., Mukhlash, I., Hakam, A., Mardianto, L. & Susanto, H., 15 Jan 2024, In: Computers and Mathematics with Applications. 154, p. 120-127 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Stochastic Differential Equation 100%
  • PDE 100%
  • Parabolic 100%
  • Genetic Algorithm 100%
  • Black-Scholes Equation 25%
  4 Citations (Scopus)

• Advancing machine learning for identifying cardiovascular disease via granular computing

  Khalif, K. M. N. K., Muhammad, N., Aziz, M. K. B. M., Irawan, M. I., Iqbal, M. & Setiawan, M. N., Jun 2024, In: IAES International Journal of Artificial Intelligence. 13, 2, p. 2433-2440 8 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Learning System 100%

• ASSESSING FOREST COVER CHANGE DETECTION AND CARBON STOCK IN EAST JAVA USING GIS

  Doctorina, W. F., Rukmi, A. M. & Prasetya, K. D., 2024, In: International Journal of GEOMATE. 27, 122, p. 20-27 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Monitoring Technique 100%

• Consecutive attractive local regions–bidirectional long short-term memory for trip destination prediction

  Iqbal, M., Kurniatama, F., Irawan, M. I., Mukhlash, I. & Sanjoyo, B. A., 2024, (Accepted/In press) In: Journal of Intelligent Transportation Systems: Technology, Planning, and Operations.

  Research output: Contribution to journal › Article › peer-review

  • Long Short-Term Memory Network 100%
  • Attention (Machine Learning) 100%
  • Neural Network 100%
  • Bidirectional Long Short-Term Memory Network 66%
  • Recurrent Neural Network 33%

• Economic Strategies and Efficiency of Power Plants in Indonesia to Achieve Net Zero Emissions

  Rachmad, R., Irawan, M. I. & Hanoum, S., 1 Jan 2024, In: International Journal of Energy Economics and Policy. 14, 6, p. 213-221 9 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Net Zero 100%
  • Developing Countries 50%
  • Government Policy 50%
  • Coal Mine 50%
  • Operational Variables 33%

• Mining fuzzy local periodic activity pattern for Smart home applications

  Iqbal, M., Prayitno, A. S. D., Pao, H. K. & Mukhlash, I., 7 Jun 2024, In: Knowledge-Based Systems. 293, 111629.

  Research output: Contribution to journal › Article › peer-review

  • Pattern Mining 100%
  • Home Environment 100%
  1 Citation (Scopus)
• 2023

  A Bibliometric Analysis of Metaheuristic Research and Its Applications

  Hendy, H., Irawan, M. I., Mukhlash, I. & Setumin, S., Jan 2023, In: Register: Jurnal Ilmiah Teknologi Sistem Informasi. 9, 1, p. 1-17 17 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Metaheuristics 100%
  • Bibliometric Analysis 100%
  • Big Data 100%
  • Metaheuristic Algorithm 28%
  • Search Space 28%
  1 Citation (Scopus)

• Application of near approximations in Cayley graphs

  Setyawati, D. W., Soleha, Subiono, Mukhlash, I., Rinurwati & Davvaz, B., 1 Nov 2023, In: Discrete Mathematics, Algorithms and Applications. 15, 8, 2250180.

  Research output: Contribution to journal › Article › peer-review

  • Cayley Graph 100%
  • Edge 16%
  • Equivalence Relation 16%
  • Cyclic Group 16%
  1 Citation (Scopus)

• Investigating the Association Between Carbon Dioxide (CO₂) Emissions and Energy Consumption on the Economic Growth of Clusterized Countries in the World

  Wardhani, L. P., Rukmi, A. M. & Ardamayanti, T. F., Jan 2023, In: European Journal of Pure and Applied Mathematics. 16, 1, p. 657-669 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Energy Engineering 100%
  • Carbon Dioxide 100%
  • Least Square 25%
  1 Citation (Scopus)
• 2022

  A state of the art of the accident causation models in the process industries

  Wicaksono, F. D., Ciptomulyono, U., Artana, K. B. & Irawan, M. I., Mar 2022, In: Process Safety Progress. 41, 1, p. 167-176 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Systematic Review 100%
  • Process Industry 100%
  • Accident Causation Model 100%
  • Comprehensive Review 100%
  • Interdependency 100%

• Cardiovascular disease detection from high utility rare rule mining

  Iqbal, M., Setiawan, M. N., Irawan, M. I., Khalif, K. M. N. K., Muhammad, N. & Aziz, M. K. B. M., Sept 2022, In: Artificial Intelligence in Medicine. 131, 102347.

  Research output: Contribution to journal › Article › peer-review

  • Data Record 100%
  • Medical Record 33%
  • Mining Process 33%
  • Experimental Result 33%
  • Fuzzy Set 33%
  9 Citations (Scopus)

• Evaluation of the fatal accident factors in the petroleum industry using hybrid Gaussian multi-criteria decision -making (MCDM) approach

  Wicaksono, F. D., Ciptomulyono, U., Artana, K. B. & Irawan, M. I., 2022, In: Cogent Engineering. 9, 1, 2154003.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Multi-Criteria Decision-Making 100%
  • Gaussians 100%
  • Petroleum Industry 100%
  • Maintenance Operation 50%
  • Ergonomics 25%
  1 Citation (Scopus)

• Machine Learning for the Prediction of Antiviral Compounds Targeting Avian Influenza A/H9N2 Viral Proteins

  Amiroch, S., Irawan, M. I., Mukhlash, I., Al Faroby, M. H. Z. & Nidom, C. A., Jun 2022, In: Symmetry. 14, 6, 1114.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Influenza A 100%
  • Influenza A Virus (H9N2) 100%
  • Avian Influenza 100%
  • Antiviral Drug 100%
  • Viral Protein 100%
  1 Citation (Scopus)
• 2021

  COVID-19 Outbreak Prediction in Indonesia Based on Machine Learning and SIRD-BasedHybrid Methods

  Putri, E. R. M., Iqbal, M., Shahab, M. L., Fadhilah, H. N., Mukhlash, I., Arif, D. K., Apriliani, E. & Susanto, H., 2021, In: Nonlinear Dynamics and Systems Theory. 21, 5, p. 494-509 16 p.

  Research output: Contribution to journal › Article › peer-review

  • Extended Kalman Filter 100%
  • Machine Learning 100%
  • Learning System 100%
  • Genetic Algorithm 100%
  • Indonesia 100%
  3 Citations (Scopus)

• Near Approximations in Modules

  Davvaz, B., Setyawati, D. W., Soleha, Mukhlash, I. & Subiono, 1 Dec 2021, In: Foundations of Computing and Decision Sciences. 46, 4, p. 319-337 19 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Submodule 100%
  • Module Theory 100%
  • Information Content 100%
  2 Citations (Scopus)

• Near approximations in rings

  Davvaz, B., Soleha, Setyawati, D. W., Mukhlash, I. & Rinurwati, Dec 2021, In: Applicable Algebra in Engineering, Communications and Computing. 32, 6, p. 701-721 21 p.

  Research output: Contribution to journal › Article › peer-review

  • Inf 100%
  3 Citations (Scopus)

• Statistical analysis of the high potential incident in andals oil of indonesia

  Wicaksono, F. D., Ciptomulyono, U., Artana, K. B. & Irawan, M. I., 2021, In: Jurnal Teknologi. 83, 2, p. 1-13 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Petroleum Industry 100%
  • Field Operation 50%
  • Safety Management Process 50%
  • Preventive Action 50%
  • Oil Field 50%
• 2019

  A simple genetic algorithm for optimizing multiple sequence alignment on the spread of the sars epidemic

  Amiroch, S., Pradana, M. S., Irawan, M. I. & Mukhlash, I., 2019, In: Open Bioinformatics Journal. 12, 1, p. 30-39 10 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Phylogenetic Tree 100%
  • Multiple Sequence Alignment 100%
  • Genetic Algorithm 100%
  • Sequence Alignment 100%
  • Network System 100%
  3 Citations (Scopus)

• Calibrating weather forecasting in Indonesia: The geostatistical output perturbation method

  Sutikno, Purhadi, Mukhlash, I., Anisa, K. N., Haryoko, U. & Harsa, H., 2019, In: Malaysian Journal of Science. 38, p. 100-112 13 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Indonesia 100%
  • Weather Forecasting 100%
  • Distribution Model 100%
  • Atmospheric Model 25%
  • Weather Forecast 25%

• Extracting production rules for cerebrovascular examination dataset through mining of non-anomalous association rules

  Ou-Yang, C., Wulandari, C. P., Iqbal, M., Wang, H. C. & Chen, C., 1 Nov 2019, In: Applied Sciences (Switzerland). 9, 22, 4962.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Rule Base 100%
  • Association Rules 100%
  • Production Rule 100%
  • Reasoning Process 66%
  • Traditional Method 33%
  2 Citations (Scopus)

• Mining fuzzy time intervals of fuzzy stock price co-movements patterns

  Mukhlash, I., Iqbal, M., Wulandari, M. N. & Arafah, A. A., Oct 2019, In: ICIC Express Letters, Part B: Applications. 10, 10, p. 859-866 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Discretization 100%
  • Stock Price 100%
  • Experimental Result 50%
  • Subsequence 50%
  • Linguistic Term 50%
  2 Citations (Scopus)

• Reduction in ship fuel consumption and emission by sailing at slow speeds

  Gusti, A. P., Semin, Dinariyana, A. A. B., Irawan, M. I. & Furusho, M., 2019, In: Journal of Engineering Science and Technology. 14, 6, p. 3267-3281 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Fuel Cost 100%
  • Ship Speed 100%
  • Speed Service 100%
  • Operating Cost 100%
  • Reduce Emission 50%
  2 Citations (Scopus)

• Student visual thinking schemes in understanding the concept of solving trigonometric equations

  Darmadi, Irawan, M. I., Mukhlash, I., Adzkiya, D. & Sanusi, Dec 2019, In: International Journal of Scientific and Technology Research. 8, 12, p. 2528-2531 4 p.

  Research output: Contribution to journal › Article › peer-review

  • Qualitative Approach 100%
  • Classification 100%
  • Visual Thinking 100%
  • Trigonometric 100%
  • Semistructured Interview 33%

• Web-based implementation of risk analysis of paddy production with ENSO indicators

  Miftachurohmah, N., Mukhlash, I. & Sutikno, 1 Jun 2019, In: International Journal of Machine Learning and Computing. 9, 3, p. 304-309 6 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Paddies 100%
  • Spider Web 100%
  • Risk Analysis 100%
  • El Niño–Southern Oscillation 100%
  • Risk Level 100%
  1 Citation (Scopus)
• 2018

  Business process improvement of production systems using coloured petri nets

  Mukhlash, I., Rumana, W. N., Adzkiya, D. & Sarno, R., Mar 2018, In: Bulletin of Electrical Engineering and Informatics. 7, 1, p. 102-112 11 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Manufacturing Company 100%
  • Process Improvement 100%
  • Conformance 100%
  • Reachability 100%
  • Production System 100%
  8 Citations (Scopus)

• Mining fuzzy time interval periodic patterns in smart home data

  Mukhlash, I., Yuanda, D. & Iqbal, M., 2018, In: International Journal of Electrical and Computer Engineering. 8, 5, p. 3374-3385 12 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Pattern Mining 100%
  • Data Mining 66%
  • Activity Recognition 33%
  • Aging Population 33%
  • Minimum Support 33%
  10 Citations (Scopus)

• Opinion mining on book review using convolutional neural network algorithm - Long short term memory

  Mukhlash, I., Arham, A. Z., Rozi, F., Kimura, M. & Adzkiya, D., 1 Oct 2018, In: International Journal of Machine Learning and Computing. 8, 5, p. 437-441 5 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Long Short-Term Memory 100%
  • Artificial Neural Network 100%
  • Convolutional Neural Network 100%
  • Opinion Mining 100%
  • Simulation Result 50%
  7 Citations (Scopus)

• Transcription profile data of phorbol esters biosynthetic genes during developmental stages in Jatropha curcas

  Jadid, N., Mardika, R. K., Purwani, K. I., Permatasari, E. V., Prasetyowati, I. & Irawan, M. I., Jun 2018, In: Data in Brief. 18, p. 700-705 6 p.

  Research output: Contribution to journal › Article › peer-review

  Open Access

  • Jatropha Curcas 100%
  • Phorbol Ester 100%
  • Synthetase 100%
  • Diterpenoid 50%
  • Jatropha 25%
  7 Citations (Scopus)
• 2016

  Decomposing and solving capacitated vehicle routing problem (CVRP) using two-step genetic algorithm (TSGA)

  Shahab, M. L., Utomo, D. B. & Irawan, M. I., 31 May 2016, In: Journal of Theoretical and Applied Information Technology. 87, 3, p. 461-468 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Genetic Algorithm 100%
  • Vehicle Routing 100%
  • Routing Problem 100%
  • simple genetic algorithm 14%
  • Computational Time 14%
  6 Citations (Scopus)

• Integrating data selection and extreme learning machine to predict protein-ligand binding site

  Mahdiyah, U., Imah, E. M. & Irawan, M. I., 2016, In: Contemporary Engineering Sciences. 9, 13-16, p. 791-797 7 p.

  Research output: Contribution to journal › Article › peer-review

  • Ligand Binding 100%
  • Protein Ligand 100%
  • Binding Site 100%
  • Binary Classification 100%
  • Classification Method 100%
  3 Citations (Scopus)
• 2015

  Construction of phylogenetic tree using neighbor joining algorithms to identify the host and the spreading of SARS epidemic

  Isa Irawan, M. & Amiroch, S., 31 Jan 2015, In: Journal of Theoretical and Applied Information Technology. 71, 3, p. 424-429 6 p.

  Research output: Contribution to journal › Article › peer-review

  • Phylogenetic Tree 100%
  • Severe Acute Respiratory Syndrome 100%
  • Cladistics 100%
  • Evolution 40%
  • Genetic Distance 40%
  7 Citations (Scopus)

• Developing a workflow management system for enterprise resource planning

  Sarno, R., Djeni, C. A., Mukhlash, I. & Sunaryono, D., 2015, In: Journal of Theoretical and Applied Information Technology. 72, 3, p. 412-421 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Enterprise Resource Planning 100%
  • Workflow Management System 100%
  • Web Ontology Language 40%
  • Business Process 20%
  • Mining Process 20%
  26 Citations (Scopus)

• Handling missing value on meteorological data classification with rough set based algorithm

  Aprianti, W. & Mukhlash, I., 2015, In: Global Journal of Pure and Applied Mathematics. 11, 3, p. 1147-1156 10 p.

  Research output: Contribution to journal › Article › peer-review

  • Test Data 100%
  • Data Entry 100%
  • Human Life 100%
  • Show Value 100%
  • Disaster Management 100%
  2 Citations (Scopus)
• 2014

  Performance enhancement of CBS algorithm using FSGP and feat algorithm

  Mukhlash, I., Iqbal, M., Astuti, H. M. & Sutikno, 1 Sept 2014, In: Journal of Theoretical and Applied Information Technology. 67, 3, p. 644-651 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Performance Enhancement 100%
  • Computational Time 100%
  • Meteorological Data 66%
  • Temporal Data 33%
  • Pattern Mining 33%
  5 Citations (Scopus)

• The implementation of Binary Genetic Algorithm (BGA) for optimizing the task of Indonesian navy ship patrols related to the security of Indonesia seas

  Santoso, P., Ketut Buda, A., Masroeri, Isa Irawan, M. & Dinariyana, A. A. B., 1 Sept 2014, In: Journal of Theoretical and Applied Information Technology. 67, 1, p. 247-253 7 p.

  Research output: Contribution to journal › Article › peer-review

  • Operational Cost 100%
  • Area Coverage 100%
  • Genetic Algorithm 100%
  • Indonesia 100%
  • Decision Making 100%
  2 Citations (Scopus)
• 2013

  Intelligent irrigation water requirement system based on artificial neural networks and profit optimization for planting time decision making of crops in Lombok Island

  Irawan, M. I., Syaharuddin, Utomo, D. B. & Rukmi, A. M., Dec 2013, In: Journal of Theoretical and Applied Information Technology. 58, 3, p. 657-671 15 p.

  Research output: Contribution to journal › Article › peer-review

  • Neural Network 100%
  • Water Requirement 100%
  • Cropping System 100%
  • Irrigation Water 100%
  • Decision Making 100%
  16 Citations (Scopus)

• Petri Net model of ERP business process variation for Small and Medium Enterprises

  Sarno, R., Sanjoyo, B. A., Mukhlash, I. & Astuti, H. M., Jul 2013, In: Journal of Theoretical and Applied Information Technology. 54, 1, p. 31-38 8 p.

  Research output: Contribution to journal › Article › peer-review

  • Business Process 100%
  • Enterprise Resource Planning 100%
  • Small and Medium Enterprise 100%
  • Business Process Variation 100%
  • Petri Net 100%
  31 Citations (Scopus)