PIECEWISE LINEAR REGRESSION MODELS OF PASSENGER TRANSPORTATION VOLUMES BY RAILWAY

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Název: PIECEWISE LINEAR REGRESSION MODELS OF PASSENGER TRANSPORTATION VOLUMES BY RAILWAY
Autoři: S.I. Noskov, A.A. Khonyakov
Zdroj: Модели, системы, сети в экономике, технике, природе и обществе, Iss 4 (2022)
Informace o vydavateli: Penza State University Publishing House
Rok vydání: 2022
Sbírka: Directory of Open Access Journals: DOAJ Articles
Témata: piecewise linear regression, regressor transformation, boolean partial boolean linear programming problem, railway transport, passenger transportation, Engineering (General). Civil engineering (General), TA1-2040
Popis: Background. The paper deals with the problem of modeling the transportation of passengers by rail, depending on the indicators characterizing the results of the functioning of the tourism industry. Materials and methods. To achieve the goal of modeling, a piecewise linear regression model with a minimum on the right side, also called the Leontief function, was applied. To improve the quality of approximation of the models, the method of transforming regressors was applied. The assessment of the adequacy of the obtained models was carried out by calculating the average relative error of approximation and the vector of operations. The initial data for modeling are obtained from official statistics showcases. Results. As a result of modeling, piecewise-linear models of passenger transportation by rail were obtained for the Russian Federation as a whole and for the federal districts. Conclusions. The obtained models are highly adequate and make it possible to identify the relationship between the performance indicators of the tourism industry and the volume of passenger transportation by railway.
Druh dokumentu: article in journal/newspaper
Jazyk: English
Russian
Relation: https://doaj.org/toc/2227-8486; https://doaj.org/article/c8c8c9977008465aa432888cb680a6ae
DOI: 10.21685/2227-8486-2021-4-7
Dostupnost: https://doi.org/10.21685/2227-8486-2021-4-7
https://doaj.org/article/c8c8c9977008465aa432888cb680a6ae
Přístupové číslo: edsbas.7BD33861
Databáze: BASE
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