Natthakan Iam-On

46 papers B 5C 4Misc 2Journal 25Unranked 10
YearRankTypeTitle / Venue / Authors
2025 — conf
Classification of smart films for spoilage detection in food products.
CSAI
Natthakan Iam-On, Tossapon Boongoen, David Bryant, Nguyen Ngoc Thanh Tien, Nhi Thi Yen Tran, Ngoc Lieu Le
2025 J jnl
Driving-Pattern-Based Ensemble Clustering for SOC Prediction in Battery-Swapping Electric Two-Wheeled Vehicles.
IEEE Access
Musun Choi, Gwang-Jong Ko, Tossapon Boongoen, Natthakan Iam-On, Seungdon Zu, Taesu Cheong
2025 J jnl
Enhancing Dongba Pictograph Recognition Using Convolutional Neural Networks and Data Augmentation Techniques.
Inf.
Shihui Li, Lan Thi Nguyen, Wirapong Chansanam, Natthakan Iam-On, Tossapon Boongoen
2025 J jnl
Leveraging ensemble clustering for privacy-preserving data fusion: Analysis of big social-media data in tourism.
Inf. Sci.
Natthakan Iam-On, Tossapon Boongoen, Nitin Naik, Longzhi Yang
2025 J jnl
Optimisation of multiple clustering based undersampling using artificial bee colony: Application to improved detection of obfuscated patterns without adversarial training.
Inf. Sci.
Tonkla Maneerat, Natthakan Iam-On, Tossapon Boongoen, Khwunta Kirimasthong, Nitin Naik, Longzhi Yang, Qiang Shen
2024 — conf
Handling Overfitting and Imbalance Data in Modelling Convolutional Neural Networks for Astronomical Transient Discovery.
C3AI
Tossapon Boongoen, Natthakan Iam-On
2024 J jnl
Improved detection of transient events in wide area sky survey using convolutional neural networks.
Data Inf. Manag.
Jing Jing Liu, Tossapon Boongoen, Natthakan Iam-On
2024 J jnl
Optimised multiple data partitions for cluster-wise imputation of missing values in gene expression data.
Expert Syst. Appl.
Simon Yosboon, Natthakan Iam-On, Tossapon Boongoen, Phimmarin Keerin, Khwunta Kirimasthong
2023 — conf
Image-Based Transient Detection Algorithm for Gravitational-Wave Optical Transient Observer (GOTO) Sky Survey.
UKCI
Terry Cortez, Tossapon Boongoen, Natthakan Iam-On, Khwunta Kirimasthong, James Mullaney
2023 J jnl
Summarising multiple clustering-centric estimates with OWA operators for improved KNN imputation on microarray data.
Fuzzy Sets Syst.
Phimmarin Keerin, Natthakan Iam-On, Jing Jing Liu, Tossapon Boongoen, Qiang Shen
2022 J jnl
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.
Tossapon Boongoen, Natthakan Iam-On, James Mullaney
2022 J jnl
Strengthening intrusion detection system for adversarial attacks: improved handling of imbalance classification problem.
Complex Intell. Syst.
Chutipon Pimsarn, Tossapon Boongoen, Natthakan Iam-On, Nitin Naik, Longzhi Yang
2021 J jnl
Fuzzy-import hashing: A static analysis technique for malware detection.
Digit. Investig.
Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On
2021 C conf
Improved Cluster Analysis for Graduation Prediction using Ensemble Approach.
ICCE
Natthakan Iam-On, Patcharaporn Panwong, James Mullaney
2020 J jnl
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.
Natthakan Iam-On
2020 — conf
Fuzzy Hashing Aided Enhanced YARA Rules for Malware Triaging.
SSCI
Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Kshirasagar Naik, Jingping Song, Tossapon Boongoen, Natthakan Iam-On
2020 B conf
Fuzzy-Import Hashing: A Malware Analysis Approach.
FUZZ-IEEE
Nitin Naik, Paul Jenkins, Nick Savage, Longzhi Yang, Tossapon Boongoen, Natthakan Iam-On
2020 J jnl
Improving consensus clustering with noise-induced ensemble generation.
Expert Syst. Appl.
Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-On
2019 J jnl
Graph clustering-based discretization approach to microarray data.
Knowl. Inf. Syst.
Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-On
2018 J jnl
Cluster ensembles: A survey of approaches with recent extensions and applications.
Comput. Sci. Rev.
Tossapon Boongoen, Natthakan Iam-On
2018 Misc conf
Improving Consensus Clustering with Noise-Induced Ensemble Generation: A Study of Uniform Random Noise.
ICMLC
Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-On
2018 — conf
Transient Detection Modeling as Imbalance Data Classification.
ICKII
Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-On, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk
2018 Misc conf
Transient Detection Modelling for Gravitational-wave Optical Transient Observer (GOTO) Sky Survey.
ICMLC
Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-On, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk
2017 J jnl
Generating descriptive model for student dropout: a review of clustering approach.
Hum. centric Comput. Inf. Sci.
Natthakan Iam-On, Tossapon Boongoen
2017 J jnl
Graph clustering-based discretization of splitting and merging methods (GraphS and GraphM).
Hum. centric Comput. Inf. Sci.
Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-On
2017 J jnl
Improved student dropout prediction in Thai University using ensemble of mixed-type data clusterings.
Int. J. Mach. Learn. Cybern.
Natthakan Iam-On, Tossapon Boongoen
2015 J jnl
Comparative study of matrix refinement approaches for ensemble clustering.
Mach. Learn.
Natthakan Iam-On, Tossapon Boongoen
2015 — conf
Discovering identity in intelligence data using weighted link based similarities: A case study of Thailand.
ICCST
Tossapon Boongoen, Natthakan Iam-On
2015 J jnl
Diversity-driven generation of link-based cluster ensemble and application to data classification.
Expert Syst. Appl.
Natthakan Iam-On, Tossapon Boongoen
2015 — conf
Improving face classification with multiple-clustering induced feature reduction.
ICCST
Natthakan Iam-On, Tossapon Boongoen
2015 C conf
Proceedings in Adaptation, Learning and Optimization.
IES
Warangkana Khannara, Natthakan Iam-On, Tossapon Boongoen
2015 C conf
Proceedings in Adaptation, Learning and Optimization.
IES
Phanupong Meedech, Natthakan Iam-On, Tossapon Boongoen
2015 C conf
Proceedings in Adaptation, Learning and Optimization.
IES
Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-On
2014 — conf
Using cluster ensemble to improve classification of student dropout in Thai university.
SCIS&ISIS
Natthakan Iam-On, Tossapon Boongoen
2013 J jnl
New cluster ensemble approach to integrative biological data analysis.
Int. J. Data Min. Bioinform.
Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett, Chris J. Price
2013 J jnl
Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches.
Trans. Large Scale Data Knowl. Centered Syst.
Natthakan Iam-On, Tossapon Boongoen
2013 B conf
Revisiting Link-Based Cluster Ensembles for Microarray Data Classification.
SMC
Natthakan Iam-On, Tossapon Boongoen
2012 J jnl
A Link-Based Cluster Ensemble Approach for Categorical Data Clustering.
IEEE Trans. Knowl. Data Eng.
Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett, Chris J. Price
2012 B conf
Improved link-based cluster ensembles for microarray data analysis.
SMC
Natthakan Iam-On, Tossapon Boongoen
2012 B conf
Improved link-based cluster ensembles.
IJCNN
Natthakan Iam-On, Tossapon Boongoen
2012 — conf
New soft subspace method to gene expression data clustering.
BHI
Natthakan Iam-On, Tossapon Boongoen
2011 J jnl
A Link-Based Approach to the Cluster Ensemble Problem.
IEEE Trans. Pattern Anal. Mach. Intell.
Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett, Chris J. Price
2011 J jnl
Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering.
IEEE Trans. Syst. Man Cybern. Part B
Tossapon Boongoen, Changjing Shang, Natthakan Iam-On, Qiang Shen
2010 J jnl
LCE: a link-based cluster ensemble method for improved gene expression data analysis.
Bioinform.
Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett
2010 — conf
Link-based cluster ensembles for heterogeneous biological data analysis.
BIBM
Natthakan Iam-On, Simon M. Garrett, Chris J. Price, Tossapon Boongoen
2008 B conf
Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations.
Discovery Science
Natthakan Iam-On, Tossapon Boongoen, Simon M. Garrett