APPLICATION OF SELF-ORGANIZING KOHONEN MAPS FOR ANALYSIS OF THE PATENT BASE
DOI:
https://doi.org/10.31618/nas.2413-5291.2021.2.65.392Keywords:
Kohonen mapsAbstract
One of the clustering technologies is considered - self-organizing Kohonen networks, bottlenecks for data analysis with similar algorithms are analyzed. The general problems of the adaptation of mathematical models and the applicability of the clustering algorithms themselves are touched upon.
The classification problem is one of the most ancient problems, the essence of which is to divide the set of objects under study into homogeneous groups in a certain sense. The basis for the classification is dictated by the nature of what we are classifying, although sometimes it is necessary to take as the basis such metrics for which there are objective ways to measure them.
You also need to clearly distinguish between classification and typology, the latter is much broader. Typology is understood as a method of scientific knowledge, based on the dismemberment of objects and their grouping using a generalized, idealized model or type.
References
Anisimova ES, Kohonen's self-organizing maps in clustering problems // Actual problems of the humanities and natural sciences. - 2014. - No. 9. - P.13-16.
Girin R.V. Two-stage normalization of the output signals of artificial neural networks / R.V. Girin, S.P. Orlov // Bulletin of the Samara State. those. un-that. Series "Engineering Sciences". - 2017.- No. 4 (56). - P.7-16.
Kondakov N.I. Logical dictionary 2nd rev. and add. ed. Moscow: Nauka, 1975.717 p.
Kostenko S.A. TECHNOLOGY APPLICATIONS MULTI-DIMENSIONAL SCALING AND CLUSTER ANALYSIS // Fundamental research. - 2012. - No. 114. - S. 927-930; URL: http://www.fundamentalresearch.ru/ru/article/view?id=30685 (date of access: 30.01.2021).
Kochin N.Ye. Vector calculus and beginnings of tensor calculus. 9th ed. Moscow: Nauka, 1965.
Ogurtsov A.P., Yudin B.G. Typology // TSB. 3rd ed. T. 25. - M .: Sov. encycl., 1969 - 1978.
Sagatovsky V.N. Fundamentals of systematization of general categories. Tomsk, 1973.431 p.
Typology and classification in sociological research. M .: Science, 1982.295 p.
Encyclopedia of Information Science: textbook. manual / ed. and comp. I.I. Yuzvishin; ed. A.M. Prokhorov. Moscow: Information Science, 2000.
Kohonen T., Self-Organizing Maps Springer, 1995.
Downloads
Published
Issue
Section
License
This work is licensed under a Creative Commons Attribution-NoDerivatives 4.0 International License.
CC BY-ND
A work licensed in this way allows the following:
1. The freedom to use and perform the work: The licensee must be allowed to make any use, private or public, of the work.
2. The freedom to study the work and apply the information: The licensee must be allowed to examine the work and to use the knowledge gained from the work in any way. The license may not, for example, restrict "reverse engineering."
2. The freedom to redistribute copies: Copies may be sold, swapped or given away for free, in the same form as the original.
