Abstract
We present the basic properties of the a new pattern analysis method in parallel coordinates; results of the method do not depend on the ordering of data in the original sample of objects being analyzed. We prove that clusters obtained with this method do not overlap. We also show the possibility of representing objects of one cluster in the form of monotonically increasing/decreasing functions.
Article PDF
Similar content being viewed by others
Avoid common mistakes on your manuscript.
References
Fisher, R.A., The Use of Multiple Measurements in Taxonomic Problems, Ann. Eugenics, 1936, vol. 7, pp. 179–188.
Shawe-Taylor, J. and Cristianini, N., Kernel Methods for Pattern Analysis, Cambridge: Cambridge Univ. Press, 2004.
Duda, R.O., Hart, P.E., and Stork, D.G., Pattern Classification, New York: Wiley, 2012.
Mirkin, B.G., Clustering for Data Mining: A Data Recovery Approach, Boca Raton–London–New York–Singapore: Chapman& Hall/CRC, 2005.
Mirkin, B.G., Summary and Semi-Average Similarity Criteria for Individual Clusters, in Models, Algorithms, and Technologies for Network Analysis, New York: Springer, 2013, vol. 59, pp. 101–126.
Aleskerov, F.T., Solodkov, V.M., and Chelnokova, D.S., Dynamical Analysis of Behaviour Patterns for Russian Commercial Banks, Ekonom. Zh. Vyssh. Shk. Ekonom., 2006, vol. 10, no. 1, pp. 48–62.
Aleskerov, F., Ersel H., Yolalan R., Clustering Turkish Commercial Banks According to Structural Similarities, Yapi Credit Bank, Discussion Paper Ser., 1997, no. 97–02.
Cole, R. and Gunther, J., A CAMEL Rating’s Shelf Life, Federal Reserve Bank of Dallas, December, 1995.
Gardner, M. and Mills, D.L., Managing Financial Institutions: An Asset. Liability Approach, Fort Worth: Dryden Press, 1994.
Golin, J., The Bank Credit Analysis Handbook: A Guide for Analysts, Bankers and Investors, New York: Wiley, 2001.
Aleskerov, F., Ersel, H., Gundes, C., and Yolalan, R., Multicriterial Method for Personnel Allocation among Bank Branches, Yapi Kredi Discus. Paper Ser., Istanbul, 1998, no. 98–01.
Aleskerov, F.T. and Alper, C.E., Inflation, Money, and Output Growths: Some Observations, Bogazici Univ. Res. Paper, 1996, no. SBE 96–06.
Aleskerov, F.T., Belousova, V.Yu., Egorova, L.G., and Mirkin, B.G., Pattern Analysis in Statics and Dynamics, Part I, Biznes-Informatika, 2013, vol. 3, pp. 3–18.
Few, S., Multivariate Analysis Using Parallel Coordinates, 2006. https://www.perceptualedge.com/ articles/b-eye/parallel coordinates.pdf (accessed at 28.03.2018).
Myachin, A.L., Pattern Analysis: Ordinal-Invariant Pattern Clustering, Upravlen. Bol’shimi Sist., 2016, no. 61, pp. 1–59.
Inselberg, A., Parallel Coordinates: Visual Multidimensional Geometry and Its Applications, Tokyo: Springer, 2009.
Inselberg, A., The Plane with Parallel Coordinates, Visual Comput., 1985, vol. 1 (2), pp. 69–91.
Myachin, A.L., New Methods of Pattern Analysis in the Study of Iris Anderson-Fisher Data, 6 Int. Conf. Comput. Commun. Control (ICCCC), 2016, pp. 97–102.
Aleskerov, F.T., Egorova, L.G., Gokhberg, L.M., et al., Pattern Analysis in the Study of Science, Education and Innovation Activity in Russian Regions, Procedia Comput. Sci., 2013, vol. 17, pp. 687–694.
Reiting innovatsionnogo razvitiya sub”ektov Rossiiskoi Federatsii: analiticheskii doklad (Rating of Innovation Development of Russian Federation Regions), Gokhberg, L.M., Ed., Moscow: Nats. Issled. Univ. “Vysshaya Shkola Ekonomiki,” 2012.
Author information
Authors and Affiliations
Corresponding author
Additional information
Russian Text © A.L. Myachin, 2019, published in Avtomatika i Telemekhanika, 2019, No. 1, pp. 138–152.
Rights and permissions
About this article
Cite this article
Myachin, A.L. Pattern Analysis in Parallel Coordinates Based on Pairwise Comparison of Parameters. Autom Remote Control 80, 112–123 (2019). https://doi.org/10.1134/S0005117919010107
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S0005117919010107