Name in Thai : ผศ.ดร.ณัฐกานต์ เอี่ยมอ่อน
Name in English : Asst.Prof.Dr.Natthakan Iam-On
Position : Lecturer
Tel : 053-91-6763
E-mail : email@example.com
Brief Biographical History:
BSc in Computer Science, Chiang Mai University, Thailand
MSc in Computer Science, Chiang Mai University, Thailand
PhD in Computer Science, University of Wales, Aberystwyth, UK
[Thesis: Link-Based Cluster Ensembles: Theory and Application
Good thesis award by National Research Council of Thailand]
Areas of Interest:
Database Systems, Data Warehousing, Data mining, Data clustering, Ensemble methodology, Bioinformatics and Medical data analysis.
List of Publications
International Journal Articles
N. Iam-On and T. Boongoen, “Diversity-Driven Generation of Link-Based Cluster Ensemble and Application to Data Classification”, Expert Systems with Applications, Elsevier (in press).
N. Iam-On and T. Boongoen, “Improved Student Dropout Prediction in Thai University using Ensemble of Mixed-Type Data Clusterings”, International Journal of Machine Learning and Cybernetics (DOI: 10.1007/s13042-015-0341-x).
N. Iam-On and T. Boongoen, “Comparative Study of Matrix Refinement Approaches for Ensemble Clustering”, Machine Learning, 98(1-2): 269-300, 2015.
N. Iam-‐On and T. Boongoen. “A New Link-‐Based Method to Ensemble Clustering and Cancer Microarray Data Analysis”, International Journal of Collaborative Intelligence, 1(1): 45-67, 2014.
N. Iam-On, T. Boongoen, S. Garrett and C. Price. “New Cluster Ensemble Approach to Integrative Biological Data Analysis”, International Journal of Data Mining and Bioinformatics, 8(2): 150-168, 2013.
N. Iam-On and T. Boongoen. “Pairwise Similarity for Cluster Ensemble Problem: Link-Based and Approximate Approaches”, Springer Transactions on Large-Scale Data and Knowledge-Centered Systems, 9: 95-122, 2013.
N. Iam-on, T. Boongoen, S. Garrett and C. Price, “A link-based approach to cluster ensemble approach for categorical data clustering,” IEEE Transactions on Knowledge and Data Engineering, 24(3): 413-425, 2012.
N. Iam-On and T. Boongoen, “A New Locally Weighted K-Means for Cancer-Aided Microarray Data Analysis”, Journal of Medical Systems, 36(1-Suppl): 43-49, 2012.
N. Iam-On, T. Boongoen and S. Garrett, “A Link-based approach to the cluster ensemble problem”,IEEE Transactions on Pattern Analysis and Machine Intelligence, 33(12):2396 – 2409, 2011.
T. Boongoen, C. Shang, N. Iam-On and Q. Shen, “Extending Data Reliability Measure to a Filter Approach for Soft Subspace Clustering”, IEEE Transactions on Systems, Man and Cybernetics, Part B, 41(6): 1705-1714, 2011.
N. Iam-On, T. Boongoen and S. Garrett, “LCE: A link-based cluster ensemble method for improved gene expression data analysis”, Bioinformatics, 26(12):1513-1519, 2010.
N. Iam-On and S. Garrett. “LinkCluE: A MATLAB Package for Link-Based Cluster Ensembles”,Journal of Statistical Software, 36(9), 2010.
N. Iam-On and T. Boongoen. “Soft Subspace Clustering for Cancer Microarray Data Analysis: A Survey”, A chapter in Global Trends in Knowledge Representation and Computational Intelligence, edited by B. K. Tripathy and D. P. Acharjya, IGI Global Publisher, pp. 131-145, 2014.
N. Iam-On and T. Boongoen, “Improving Face Classification with Multiple-Clustering Induced Feature Reduction,” In Proceedings of 49th IEEE International Conference on Security Technology, 2015 (to appear).
N. Iam-On and T. Boongoen, “Discovering Identity in Intelligence Data using Weighted Link Based Similarities: A Case Study of Thailand,” In Proceedings of 49th IEEE International Conference on Security Technology, 2015 (to appear).
N. Iam-On and T. Boongoen, “Using Cluster Ensemble to Improve Classification of Student Dropout in Thai University,” In Proceedings of Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems, pp.452-457, 2014.
N. Iam-On and T. Boongoen, “Revisiting Link-‐Based Cluster Ensembles for Microarray Data Classification,” In Proceedings of IEEE International Conference on System, Man and Cybernetics, pp. 4543-4548, 2013.
N. Iam-On and T. Boongoen, “Improved Link-Based Cluster Ensembles for Microarray Data Analysis,” In Proceedings of IEEE International Conference on System, Man and Cybernetics, pp. 2014-2019, Seoul, Korea, October 2012.
N. Iam‐On and T. Boongoen, “Improved Link-based Cluster Ensembles”, In Proceedings of IEEE World Congress on Computational Intelligence, pp. 2811‐2818, Brisbane, Australia, June 2012.
N. Iam-On and T. Boongoen, “New Soft Subspace Method to Gene Expression Data Clustering,” In Proceedings of IEEE-EMBS International Conference on Biomedical and Health Informatics, pp. 984-987, Hong Kong, Shenzhen, China, Jan 2012.
N. Iam-On, T. Boongoen, S. Garrett and C. Price. “Link-Based Cluster Ensembles for Heterogeneous Biological Data Analysis”, In Proceedings of Third IEEE International Conference on Bioinformatics & Biomedicine, pp.573-578, 2010.
N. Iam-On, T. Boongoen and S. Garrett, “Refining Pairwise Similarity Matrix for Cluster Ensemble Problem with Cluster Relations”, In Proceedings of International Conference on Discovery Science, pp. 222-233, 2008.