1. Home
  2. LEA
  3. All Papers
  4. Application of machine learning algorithms for the study of Galicia population’s social characteristics in the interwar period (1919-1939)

Application of machine learning algorithms for the study of Galicia population’s social characteristics in the interwar period (1919-1939)

Humanities & Social Sciences
Proceedings of the 8th International Youth Science Forum "Litteris et Artibus", November 22–24, 2018, Lviv: Lviv Polytechnic National University, 2018, pp. 96–101

DOI: https://doi.org/10.23939/lea2018.01.096

Authors

First and Last Name Academic degree E-mail Affiliation
Taras Ustyianovych No ustyk5 [at] gmail.com Social Communication and Information Science Department, Lviv Polytechnic National University
Lviv, Ukraine
Nataliia Khymytsia Ph.D. nhymytsa [at] gmail.com Social Communication and Information Science Department, Lviv Polytechnic National University
Lviv, Ukraine

I and my co-authors (if any) authorize the use of the Paper in accordance with the Creative Commons CC BY license

First published on this website: 26.10.2018 - 17:51
Abstract

The machine learning algorithms application on the cliometric data of Galicia’s history in the interwar period (1919-1939) was tested. The most accurate algorithms were defined, the «Ukrainian» class was determined in the dataset.

Keywords
demographic processGaliciainterwar perioddatadata processingcliometricsmachine learninghistorical process.
References

[1]  J.R. Koza et al., “Automated Design of Both the Topology and Sizing of Analog Electrical Circuits Using Genetic Programming,” in Artificial Intelligence in Design. Dordrecht: Springer, 2006, pp. 151–170.

[2]  M.I. Jordan and T.M. Mitchell, “Machine learning: Trends, perspectives, and prospects,” Science, Vol. 349, Issue 6245, 2015, pp. 255-260.

[3]  L. Bottou, F.E. Curtis and J. Nocedal, "Optimization methods for large-scale machine learning," SIAM Review 60.2, 2018, pp. 223-311.

[4]  A. Zisserman, Visual recognition in art using machine learning. Diss. University of Oxford, 2017.

[5]  S. Kashchenko, Reform of February 19, 1861 in North-West Russia: (Quantitative analysis of mass sources). Moscow: Mosgorahiv, 1995.

[6]  S. Kashchenko, The Abolition of Serfdom in the Pskov Province: The Experience of Computer Analysis of the Conditions for Implementing Peasant Reform February 19, 1861. St. Petersburg: St. Petersburg State University Publishing House, 1996.

[7]  A.G. Kochanowski, “Regression analysis in the study of the social history of Belarus in the late XIX century,” in Theoretical and methodological problems of historical knowledge, Minsk: BSU RIVSH, 2000.

[8]  Methods of quantitative analysis of the texts of narrative sources. Мoscow, 2003.

[9]  S. Golub and N. Khymytsya, “The use of multi-level modeling in the cliometric studies process,” in Proceedings of TCSET'2016, Lviv: Lviv Polytechnic National University, pp. 733-735.

[10]  N. Khymytsia et al., “Analysis of Computer-based Methods for Processing Historical Information” in Advances in Intelligent Systems and Computing: Selected Papers from CSIT 2017. Springer International Publishing, Vol. 1, pp. 365-368.

[11]  S. Golub and N. Khymytsia, “Clinodynamic monitoring using processes of clusterization of historical periods,” Proceedings of the 7th International Scientific Conference ICS-2018. Lviv: Lviv Polytechnic Publishing House, pp. 291-292.

[12]  N. Khymytsia and T. Ustiyanovich, “Application of Big Data in Historical Science,” Proceedings of the 7th International Academic Conference of Young Scientists HSS-2017.  Lviv: Lviv Polytechnic Publishing House, pp. 368-370.

[13]  Central State Historical Archives of Ukraine in Lviv (Ts DIAL of Ukraine). Ruthenian People’s institute «Narodniy Dim». Lviv, 1848-1939. Fund 130, desc. 3, affairs 984, pp. 3-7.

[14]  Central State Historical Archives of Ukraine in Lviv (Ts DIAL of Ukraine). Ukrainian rural workers' socialist union («Selrob»). Lviv, 1926-1932. Fund 351, desc. 1, аffairs 153, pp. 3-20.

[15]  Central State Historical Archives of Ukraine in Lviv (Ts DIAL of Ukraine). Ukrainian parliamentary representation in the Polish Sejm and Senate, Warsaw. Lviv, 1919-1938. Fund 392, description 4, affairs 66, pp. 8-9.

[16]  Ukraine. Central State Historical Archives of Ukraine in Lviv (Ts DIAL of Ukraine). Ruthenian rural organization. Lviv, 1928-1935. Fund 394, description 3, affairs 13, pp. 3-5.

First published Full Text (26.10.2018 - 17:51)
Official paper