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2020 – today
- 2025
[j21]Natthakan Iam-On
, Tossapon Boongoen, Nitin Naik, Longzhi Yang:
Leveraging ensemble clustering for privacy-preserving data fusion: Analysis of big social-media data in tourism. Inf. Sci. 686: 121336 (2025)- [j20]Tonkla Maneerat, Natthakan Iam-On, Tossapon Boongoen, Khwunta Kirimasthong, Nitin Naik, Longzhi Yang, Qiang Shen:
Optimisation of multiple clustering based undersampling using artificial bee colony: Application to improved detection of obfuscated patterns without adversarial training. Inf. Sci. 687: 121407 (2025) - 2024
- [j19]Simon Yosboon, Natthakan Iam-On, Tossapon Boongoen, Phimmarin Keerin, Khwunta Kirimasthong:
Optimised multiple data partitions for cluster-wise imputation of missing values in gene expression data. Expert Syst. Appl. 257: 125040 (2024) - 2023
- [j18]Phimmarin Keerin, Natthakan Iam-On, Jing Jing Liu, Tossapon Boongoen, Qiang Shen:
Summarising multiple clustering-centric estimates with OWA operators for improved KNN imputation on microarray data. Fuzzy Sets Syst. 473: 108718 (2023) - [c18]Terry Cortez, Tossapon Boongoen, Natthakan Iam-On, Khwunta Kirimasthong, James Mullaney:
Image-Based Transient Detection Algorithm for Gravitational-Wave Optical Transient Observer (GOTO) Sky Survey. UKCI 2023: 459-470 - 2022
- [j17]Tossapon Boongoen, Natthakan Iam-On, James Mullaney:
Providing contexts for classification of transients in a wide-area sky survey: An application of noise-induced cluster ensemble. J. King Saud Univ. Comput. Inf. Sci. 34(8 Part A): 5007-5019 (2022) - 2021
- [j16]Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On:
Fuzzy-import hashing: A static analysis technique for malware detection. Digit. Investig. 37: 301139 (2021) - 2020
- [j15]Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on:
Improving consensus clustering with noise-induced ensemble generation. Expert Syst. Appl. 146: 113138 (2020) - [j14]Natthakan Iam-on:
Clustering data with the presence of attribute noise: a study of noise completely at random and ensemble of multiple k-means clusterings. Int. J. Mach. Learn. Cybern. 11(3): 491-509 (2020) - [c17]Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On:
Fuzzy-Import Hashing: A Malware Analysis Approach. FUZZ-IEEE 2020: 1-8 - [c16]Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Kshirasagar Naik, Jingping Song, Tossapon Boongoen, Natthakan Iam-On:
Fuzzy Hashing Aided Enhanced YARA Rules for Malware Triaging. SSCI 2020: 1138-1145
2010 – 2019
- 2019
- [j13]Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on:
Graph clustering-based discretization approach to microarray data. Knowl. Inf. Syst. 60(2): 879-906 (2019) - 2018
- [j12]Tossapon Boongoen, Natthakan Iam-on:
Cluster ensembles: A survey of approaches with recent extensions and applications. Comput. Sci. Rev. 28: 1-25 (2018) - [c15]Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-on, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk:
Transient Detection Modeling as Imbalance Data Classification. ICKII 2018: 180-183 - [c14]Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-on, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk:
Transient Detection Modelling for Gravitational-wave Optical Transient Observer (GOTO) Sky Survey. ICMLC 2018: 384-389 - [c13]Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on:
Improving Consensus Clustering with Noise-Induced Ensemble Generation: A Study of Uniform Random Noise. ICMLC 2018: 390-395 - 2017
- [j11]Natthakan Iam-on, Tossapon Boongoen:
Generating descriptive model for student dropout: a review of clustering approach. Hum. centric Comput. Inf. Sci. 7: 1 (2017) - [j10]Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on:
Graph clustering-based discretization of splitting and merging methods (GraphS and GraphM). Hum. centric Comput. Inf. Sci. 7: 21 (2017) - [j9]Natthakan Iam-on, Tossapon Boongoen:
Improved student dropout prediction in Thai University using ensemble of mixed-type data clusterings. Int. J. Mach. Learn. Cybern. 8(2): 497-510 (2017) - 2015
- [j8]Natthakan Iam-on, Tossapon Boongoen:
Diversity-driven generation of link-based cluster ensemble and application to data classification. Expert Syst. Appl. 42(21): 8259-8273 (2015) - [j7]Natthakan Iam-on, Tossapon Boongoen:
Comparative study of matrix refinement approaches for ensemble clustering. Mach. Learn. 98(1-2): 269-300 (2015) - [c12]Natthakan Iam-on, Tossapon Boongoen:
Improving face classification with multiple-clustering induced feature reduction. ICCST 2015: 241-246 - [c11]Tossapon Boongoen, Natthakan Iam-on:
Discovering identity in intelligence data using weighted link based similarities: A case study of Thailand. ICCST 2015: 327-332 - [c10]Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on:
Proceedings in Adaptation, Learning and Optimization. IES 2015: 85-98 - [c9]Warangkana Khannara, Natthakan Iam-On, Tossapon Boongoen:
Proceedings in Adaptation, Learning and Optimization. IES 2015: 129-141 - [c8]Phanupong Meedech, Natthakan Iam-On, Tossapon Boongoen:
Proceedings in Adaptation, Learning and Optimization. IES 2015: 143-155 - 2014
- [c7]Natthakan Iam-on, Tossapon Boongoen:
Using cluster ensemble to improve classification of student dropout in Thai university. SCIS&ISIS 2014: 452-457 - 2013
- [j6]Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price:
New cluster ensemble approach to integrative biological data analysis. Int. J. Data Min. Bioinform. 8(2): 150-168 (2013) - [j5]Natthakan Iam-on, Tossapon Boongoen:
Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches. Trans. Large Scale Data Knowl. Centered Syst. 9: 95-122 (2013) - [c6]Natthakan Iam-on, Tossapon Boongoen:
Revisiting Link-Based Cluster Ensembles for Microarray Data Classification. SMC 2013: 4543-4548 - 2012
- [j4]Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price:
A Link-Based Cluster Ensemble Approach for Categorical Data Clustering. IEEE Trans. Knowl. Data Eng. 24(3): 413-425 (2012) - [c5]Natthakan Iam-on, Tossapon Boongoen:
New soft subspace method to gene expression data clustering. BHI 2012: 984-987 - [c4]Natthakan Iam-on, Tossapon Boongoen:
Improved link-based cluster ensembles. IJCNN 2012: 1-8 - [c3]Natthakan Iam-on, Tossapon Boongoen:
Improved link-based cluster ensembles for microarray data analysis. SMC 2012: 2014-2019 - 2011
- [j3]Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett, Chris J. Price:
A Link-Based Approach to the Cluster Ensemble Problem. IEEE Trans. Pattern Anal. Mach. Intell. 33(12): 2396-2409 (2011) - [j2]Tossapon Boongoen, Changjing Shang, Natthakan Iam-on, Qiang Shen:
Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering. IEEE Trans. Syst. Man Cybern. Part B 41(6): 1705-1714 (2011) - 2010
- [j1]Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett:
LCE: a link-based cluster ensemble method for improved gene expression data analysis. Bioinform. 26(12): 1513-1519 (2010) - [c2]Natthakan Iam-on, Simon M. Garrett, Chris J. Price, Tossapon Boongoen:
Link-based cluster ensembles for heterogeneous biological data analysis. BIBM 2010: 573-578
2000 – 2009
- 2008
- [c1]Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett:
Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations. Discovery Science 2008: 222-233
Coauthor Index
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