Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations. - Natthakan Iam-on; Tossapon Boongoen; Simon M. Garrett (Discovery Science, 2008)

Link-based cluster ensembles for heterogeneous biological data analysis. - Natthakan Iam-on; Simon M. Garrett; Chris J. Price; Tossapon Boongoen (BIBM, 2010)

LCE: a link-based cluster ensemble method for improved gene expression data analysis. - Natthakan Iam-on; Tossapon Boongoen; Simon M. Garrett (Bioinform., 2010)

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)

Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering. - Tossapon Boongoen; Changjing Shang; Natthakan Iam-on; Qiang Shen 001 (IEEE Trans. Syst. Man Cybern. Part B, 2011)

New soft subspace method to gene expression data clustering. - Natthakan Iam-on; Tossapon Boongoen (BHI, 2012)

Improved link-based cluster ensembles. - Natthakan Iam-on; Tossapon Boongoen (IJCNN, 2012)

Improved link-based cluster ensembles for microarray data analysis. - Natthakan Iam-on; Tossapon Boongoen (SMC, 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)

Revisiting Link-Based Cluster Ensembles for Microarray Data Classification. - Natthakan Iam-on; Tossapon Boongoen (SMC, 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)

Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches. - Natthakan Iam-on; Tossapon Boongoen (Trans. Large Scale Data Knowl. Centered Syst., 2013)

Using cluster ensemble to improve classification of student dropout in Thai university. - Natthakan Iam-on; Tossapon Boongoen (SCIS&ISIS, 2014)

Discovering identity in intelligence data using weighted link based similarities: A case study of Thailand. - Tossapon Boongoen; Natthakan Iam-on (ICCST, 2015)

Improving face classification with multiple-clustering induced feature reduction. - Natthakan Iam-on; Tossapon Boongoen (ICCST, 2015)

Proceedings in Adaptation, Learning and Optimization. - Warangkana Khannara; Natthakan Iam-On; Tossapon Boongoen (IES, 2015)

Proceedings in Adaptation, Learning and Optimization. - Phanupong Meedech; Natthakan Iam-On; Tossapon Boongoen (IES, 2015)

Proceedings in Adaptation, Learning and Optimization. - Kittakorn Sriwanna; Tossapon Boongoen; Natthakan Iam-on (IES, 2015)

Diversity-driven generation of link-based cluster ensemble and application to data classification. - Natthakan Iam-on; Tossapon Boongoen (Expert Syst. Appl., 2015)

Comparative study of matrix refinement approaches for ensemble clustering. - Natthakan Iam-on; Tossapon Boongoen (Mach. Learn., 2015)

Generating descriptive model for student dropout: a review of clustering approach. - Natthakan Iam-on; Tossapon Boongoen (Hum. centric Comput. Inf. Sci., 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)

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)

Transient Detection Modeling as Imbalance Data Classification. - Aireen B. Tabacolde; Tossapon Boongoen; Natthakan Iam-on; James Mullaney; Utane Sawangwit; Krzysztof Ulaczyk (ICKII, 2018)

Improving Consensus Clustering with Noise-Induced Ensemble Generation: A Study of Uniform Random Noise. - Patcharaporn Panwong; Tossapon Boongoen; Natthakan Iam-on (ICMLC, 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 (ICMLC, 2018)

Cluster ensembles: A survey of approaches with recent extensions and applications. - Tossapon Boongoen; Natthakan Iam-on (Comput. Sci. Rev., 2018)

Graph clustering-based discretization approach to microarray data. - Kittakorn Sriwanna; Tossapon Boongoen; Natthakan Iam-on (Knowl. Inf. Syst., 2019)

Fuzzy-Import Hashing: A Malware Analysis Approach. - Nitin Naik; Paul Jenkins; Nick Savage 001; Longzhi Yang; Tossapon Boongoen; Natthakan Iam-On (FUZZ-IEEE, 2020)

Fuzzy Hashing Aided Enhanced YARA Rules for Malware Triaging. - Nitin Naik; Paul Jenkins; Nick Savage 001; Longzhi Yang; Kshirasagar Naik; Jingping Song; Tossapon Boongoen; Natthakan Iam-On (SSCI, 2020)

Improving consensus clustering with noise-induced ensemble generation. - Patcharaporn Panwong; Tossapon Boongoen; Natthakan Iam-on (Expert Syst. Appl., 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)

Improved Cluster Analysis for Graduation Prediction using Ensemble Approach. - Natthakan Iam-On; Patcharaporn Panwong; James Mullaney (ICCE, 2021)

Fuzzy-import hashing: A static analysis technique for malware detection. - Nitin Naik; Paul Jenkins; Nick Savage 001; Longzhi Yang; Tossapon Boongoen; Natthakan Iam-On (Digit. Investig., 2021)

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)

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 (UKCI, 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 001 (Fuzzy Sets Syst., 2023)

Handling Overfitting and Imbalance Data in Modelling Convolutional Neural Networks for Astronomical Transient Discovery. - Tossapon Boongoen; Natthakan Iam-On (C3AI, 2024)

Improved detection of transient events in wide area sky survey using convolutional neural networks. - Jing Jing Liu; Tossapon Boongoen; Natthakan Iam-On (Data Inf. Manag., 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)

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)

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 001 (Inf. Sci., 2025)