The experimental results on the quality of clustering diverse set of data using a modified algorithm chameleon
DOI:
https://doi.org/10.15587/2313-8416.2015.38743Keywords:
clustering, algorithm Chameleon, building the graph, connectivity, k-nearest neighbors, hierarchical clusteringAbstract
In this work results of modified Chameleon algorithm are discussed. Hierarchical multilevel algorithms consist of several stages: building the graph, coarsening, partitioning, recovering. Exploring of clustering quality for different data sets with different combinations of algorithms on different stages of the algorithm is the main aim of the article. And also aim is improving the construction phase through the optimization algorithm of choice k in the building the graph k-nearest neighbors
References
Asuncion, A., Newman, D. J. (2007). UCI Machine Learning Repository. University of California, School of Information and Computer Science, Irvine, CA. Available at: http://www.ics.uci.edu/~mlearn/MLRepository.html
Blake, C. L., Mer, C. J. (2001). UCI repository of machine learning databases. Available at: http://www.ics.uci.edu/~mlearn/ML - Repository.html
Pearson, S., Mont, M., Bramhall, P. (2004). An Adaptive Privacy Management System For Data Repositories. Trusted Systems Laboratory, Hewlett-Packard Laboratories, Bristol, UK. Available at: http://www.hpl.hp.com/techreports/2004/HPL-2004-211.pdf
Cunningham, K., Kenneth, R., Koedinger, Skogsholm, A., Leber, B. (2008). An open repository and analysis tools for fine-grained longitudinal learner data. Human Computer Interaction Institute, Carnegie Mellon University. Available at: http://www.educationaldatamining.org/EDM2008/uploads/proc/16_Koedinger_45.pdf
Xie, T., Pei (2006). JMAPO: mining API usages from open source repositories. In: Proceedings of the International Workshop on Mining Software Repositories (MSR '06), ACM Press, New York. Shanghai, China, 54–57. Available at: http://people.engr.ncsu.edu/txie/publications/msr06-mapo.pdf
Zimmermann, T. (2006). Knowledge Collaboration by Mining Software Repositories. Saarland University, Saarbrucken, Germany. Available at: http://thomas-zimmermann.com/publications/files/zimmermann-kcsd-2006.pdf
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