Natthakan Iam-On

According to our database, Natthakan Iam-On authored at least 39 papers between 2008 and 2025.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2025

Optimisation of multiple clustering based undersampling using artificial bee colony: Application to improved detection of obfuscated patterns without adversarial training.

Tonkla Maneerat, Natthakan Iam-On, Tossapon Boongoen, Khwunta Kirimasthong, Nitin Naik, Longzhi Yang, Qiang Shen

Inf. Sci., 2025

Leveraging ensemble clustering for privacy-preserving data fusion: Analysis of big social-media data in tourism.

Natthakan Iam-On, Tossapon Boongoen, Nitin Naik, Longzhi Yang

Inf. Sci., 2025

2024

Optimised multiple data partitions for cluster-wise imputation of missing values in gene expression data.

Simon Yosboon, Natthakan Iam-On, Tossapon Boongoen, Phimmarin Keerin, Khwunta Kirimasthong

Expert Syst. Appl., 2024

2023

Summarising multiple clustering-centric estimates with OWA operators for improved KNN imputation on microarray data.

Phimmarin Keerin, Natthakan Iam-On, Jing Jing Liu, Tossapon Boongoen, Qiang Shen

Fuzzy Sets Syst., December, 2023

Image-Based Transient Detection Algorithm for Gravitational-Wave Optical Transient Observer (GOTO) Sky Survey.

Terry Cortez, Tossapon Boongoen, Natthakan Iam-On, Khwunta Kirimasthong, James Mullaney

Proceedings of the Advances in Computational Intelligence Systems, 2023

2022

Providing contexts for classification of transients in a wide-area sky survey: An application of noise-induced cluster ensemble.

Tossapon Boongoen, Natthakan Iam-On, James Mullaney

J. King Saud Univ. Comput. Inf. Sci., 2022

2021

Fuzzy-import hashing: A static analysis technique for malware detection.

Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On

Digit. Investig., 2021

2020

Clustering data with the presence of attribute noise: a study of noise completely at random and ensemble of multiple k-means clusterings.

Natthakan Iam-on

Int. J. Mach. Learn. Cybern., 2020

Improving consensus clustering with noise-induced ensemble generation.

Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on

Expert Syst. Appl., 2020

Fuzzy Hashing Aided Enhanced YARA Rules for Malware Triaging.

Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Kshirasagar Naik, Jingping Song, Tossapon Boongoen, Natthakan Iam-On

Proceedings of the 2020 IEEE Symposium Series on Computational Intelligence, 2020

Fuzzy-Import Hashing: A Malware Analysis Approach.

Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On

Proceedings of the 29th IEEE International Conference on Fuzzy Systems, 2020

2019

Graph clustering-based discretization approach to microarray data.

Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on

Knowl. Inf. Syst., 2019

2018

Cluster ensembles: A survey of approaches with recent extensions and applications.

Tossapon Boongoen, Natthakan Iam-on

Comput. Sci. Rev., 2018

Transient Detection Modelling for Gravitational-wave Optical Transient Observer (GOTO) Sky Survey.

Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-on, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk

Proceedings of the 10th International Conference on Machine Learning and Computing, 2018

Improving Consensus Clustering with Noise-Induced Ensemble Generation: A Study of Uniform Random Noise.

Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on

Proceedings of the 10th International Conference on Machine Learning and Computing, 2018

Transient Detection Modeling as Imbalance Data Classification.

Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-on, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk

Proceedings of the 1st IEEE International Conference on Knowledge Innovation and Invention, 2018

2017

Improved student dropout prediction in Thai University using ensemble of mixed-type data clusterings.

Natthakan Iam-on, Tossapon Boongoen

Int. J. Mach. Learn. Cybern., 2017

Graph clustering-based discretization of splitting and merging methods (GraphS and GraphM).

Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on

Hum. centric Comput. Inf. Sci., 2017

Generating descriptive model for student dropout: a review of clustering approach.

Natthakan Iam-on, Tossapon Boongoen

Hum. centric Comput. Inf. Sci., 2017

2015

Comparative study of matrix refinement approaches for ensemble clustering.

Natthakan Iam-on, Tossapon Boongoen

Mach. Learn., 2015

Diversity-driven generation of link-based cluster ensemble and application to data classification.

Natthakan Iam-on, Tossapon Boongoen

Expert Syst. Appl., 2015

Proceedings in Adaptation, Learning and Optimization.

Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on

Proceedings of the Intelligent and Evolutionary Systems - The 19th Asia Pacific Symposium, 2015

Proceedings in Adaptation, Learning and Optimization.

Phanupong Meedech, Natthakan Iam-On, Tossapon Boongoen

Proceedings of the Intelligent and Evolutionary Systems - The 19th Asia Pacific Symposium, 2015

Proceedings in Adaptation, Learning and Optimization.

Warangkana Khannara, Natthakan Iam-On, Tossapon Boongoen

Proceedings of the Intelligent and Evolutionary Systems - The 19th Asia Pacific Symposium, 2015

Improving face classification with multiple-clustering induced feature reduction.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of the International Carnahan Conference on Security Technology, 2015

Discovering identity in intelligence data using weighted link based similarities: A case study of Thailand.

Tossapon Boongoen, Natthakan Iam-on

Proceedings of the International Carnahan Conference on Security Technology, 2015

2014

Using cluster ensemble to improve classification of student dropout in Thai university.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of the 2014 Joint 7th International Conference on Soft Computing and Intelligent Systems (SCIS) and 15th International Symposium on Advanced Intelligent Systems (ISIS), 2014

2013

Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches.

Natthakan Iam-on, Tossapon Boongoen

Trans. Large Scale Data Knowl. Centered Syst., 2013

New cluster ensemble approach to integrative biological data analysis.

Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price

Int. J. Data Min. Bioinform., 2013

Revisiting Link-Based Cluster Ensembles for Microarray Data Classification.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of the IEEE International Conference on Systems, 2013

2012

A Link-Based Cluster Ensemble Approach for Categorical Data Clustering.

Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price

IEEE Trans. Knowl. Data Eng., 2012

Improved link-based cluster ensembles for microarray data analysis.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2012

Improved link-based cluster ensembles.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of the 2012 International Joint Conference on Neural Networks (IJCNN), 2012

New soft subspace method to gene expression data clustering.

Natthakan Iam-on, Tossapon Boongoen

Proceedings of 2012 IEEE-EMBS International Conference on Biomedical and Health Informatics, 2012

2011

Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering.

Tossapon Boongoen, Changjing Shang, Natthakan Iam-on, Qiang Shen

IEEE Trans. Syst. Man Cybern. Part B, 2011

A Link-Based Approach to the Cluster Ensemble Problem.

Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price

IEEE Trans. Pattern Anal. Mach. Intell., 2011

2010

LCE: a link-based cluster ensemble method for improved gene expression data analysis.

Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett

Bioinform., 2010

Link-based cluster ensembles for heterogeneous biological data analysis.

Natthakan Iam-on, Simon M. Garrett, Chris J. Price, Tossapon Boongoen

Proceedings of the 2010 IEEE International Conference on Bioinformatics and Biomedicine, 2010

2008

Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations.

Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett

Proceedings of the Discovery Science, 11th International Conference, 2008