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THE PROBLEM OF CLUSTERING CITIES IN THE NORTH OF RUSSIA ON THE SOCIO-DEMOGRAPHIC DATA
Abstract
This article deals with the problem of clustering North Russian cities on specific socio-demographic characteristics. The K-means method was chosen as the clustering algorithm. This clustering allows us to identify the specifics and important trends in the development of these settlements. The paper presents a cluster analysis of the data of Northern cities on their socio-demographic characteristics. The most informative was the division of all cities into 7 clusters. The division of countries into more clusters will only have a negative impact on the interpretation of the results. These data can be used in further analysis of the qualitative indicator of socio-demographic dynamics in the Northern territories of Russia. The model presented in the paper can be expanded and supplemented with a number of authors ' works
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Berikov V. S., Lbov G. S. Modern trends in cluster analysis // all-Russian competitive selection of review and analytical articles in the priority direction "Information and telecommunication systems", 2008. 26 p.
The population of the Russian Federation by municipalities on January 1, 2018.
J. Vander Pas. Python for complex tasks: data science and machine learning. — SPb.: Peter, 2018. — 576 p.
Bure V. M., Malafeyev O. A. coordinated strategy in repetitive n-person final games // Bulletin of St. Petersburg University. Mathematics. Mechanics. Astronomy. 1995. No. 1. P. 120-122.
Mathematical modeling of complex systems // St. Petersburg, 1999.
Malafeyev O. A., E. G. Neverova, Nemnyugin S. A., Alferov G. V. Multi-Criteria Model Of Laser Radiation Control //
In the collection: 2nd International Conference on Emission Electronics (ICEE) Selected papers. Proceedings Edited by: N. V. Egorov, D. A. Ovsyannikov, E. I. Veremey. 2014. Pp. 33-37.
Grigorieva, X., Malafeev O. A Competitive Many-Period Postman Problem With Varying Parameters // Applied Mathematical Sciences. 2014. Vol. 8. No. 145-148. P. 7249-7258.
Pichugin, Y., Alferov G., Malafeyev O. Parameters Estimation In Mechanics Design // Contemporary Engineering Sciences. 2016. Vol. 9. No. 1-4. P. 175-185.
Kefeli, I. F., Malafeyev O. A. mathematical principles of global geopolitics // St. Petersburg, 2013.
Alferov, G. V., Malafeyev O. A., Maltseva A. S. Game-Theoretic Model of Inspection by Anti-Corruption Group // In the collection: AIP Conference Proceedings 2015. P. 450009.
Malafeyev, O. A., Nemnyugin S. A., Alferov G. V. Charged Particles Beam Focusing with Uncontrollable Changing Parameters // In the collection: 2nd International Conference on Emission Electronics (ICEE) Selected papers. Proceedings Edited by: N. V. Egorov, D. A. Ovsyannikov, E. I. Veremey. 2014. Pp. 25-27.
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