Natthakan Iam-on

Publication Activity (10 Years)

Years Active: 2008-2020
Publications (10 Years): 15

Top Topics

Microarray Data

Data Clustering

Gene Expression

Attribute Noise

Top Venues

Int. J. Mach. Learn. Cybern.

Expert Syst. Appl.

Hum. centric Comput. Inf. Sci.

Publications

Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on
Improving consensus clustering with noise-induced ensemble generation. Expert Syst. Appl. 146 (2020)
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) (2020)
Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on
Graph clustering-based discretization approach to microarray data. Knowl. Inf. Syst. 60 (2) (2019)
Tossapon Boongoen, Natthakan Iam-on
Cluster ensembles: A survey of approaches with recent extensions and applications. Comput. Sci. Rev. 28 (2018)
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)
Aireen B. Tabacolde, Tossapon Boongoen, Natthakan Iam-on, James Mullaney, Utane Sawangwit, Krzysztof Ulaczyk
Transient Detection Modeling as Imbalance Data Classification. ICKII (2018)
Patcharaporn Panwong, Tossapon Boongoen, Natthakan Iam-on
Improving Consensus Clustering with Noise-Induced Ensemble Generation: A Study of Uniform Random Noise. ICMLC (2018)
Natthakan Iam-on, Tossapon Boongoen
Generating descriptive model for student dropout: a review of clustering approach. Hum. centric Comput. Inf. Sci. 7 (2017)
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) (2017)
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 (2017)
Natthakan Iam-on, Tossapon Boongoen
Comparative study of matrix refinement approaches for ensemble clustering. Mach. Learn. 98 (1-2) (2015)
Kittakorn Sriwanna, Tossapon Boongoen, Natthakan Iam-on
Proceedings in Adaptation, Learning and Optimization. IES (2015)
Natthakan Iam-on, Tossapon Boongoen
Improving face classification with multiple-clustering induced feature reduction. ICCST (2015)
Tossapon Boongoen, Natthakan Iam-on
Discovering identity in intelligence data using weighted link based similarities: A case study of Thailand. ICCST (2015)
Natthakan Iam-on, Tossapon Boongoen
Diversity-driven generation of link-based cluster ensemble and application to data classification. Expert Syst. Appl. 42 (21) (2015)
Natthakan Iam-on, Tossapon Boongoen
Using cluster ensemble to improve classification of student dropout in Thai university. SCIS&ISIS (2014)
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) (2013)
Natthakan Iam-on, Tossapon Boongoen
Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches. Trans. Large Scale Data Knowl. Centered Syst. 9 (2013)
Natthakan Iam-on, Tossapon Boongoen
Revisiting Link-Based Cluster Ensembles for Microarray Data Classification. SMC (2013)
Natthakan Iam-on, Tossapon Boongoen
Improved link-based cluster ensembles. IJCNN (2012)
Natthakan Iam-on, Tossapon Boongoen
New soft subspace method to gene expression data clustering. BHI (2012)
Natthakan Iam-on, Tossapon Boongoen
Improved link-based cluster ensembles for microarray data analysis. SMC (2012)
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) (2012)
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) (2011)
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) (2011)
Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett
LCE: a link-based cluster ensemble method for improved gene expression data analysis. Bioinform. 26 (12) (2010)
Natthakan Iam-on, Simon M. Garrett, Chris J. Price, Tossapon Boongoen
Link-based cluster ensembles for heterogeneous biological data analysis. BIBM (2010)
Natthakan Iam-on, Tossapon Boongoen, Simon M. Garrett
Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations. Discovery Science (2008)