HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION

The problem of rail freight traffic volume forecasts using retrospective data, analysis of the impact of external factors on the cargo base and the distribution of goods shipments by transport mode is solved. In order to improve the forecast fidelity proposed the model integrating historical data of...

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Main Authors: A. Zamkovoy, S. Kudiyarov, R. Martyshkin, V. Strizhov
Format: Article
Language:English
Published: Publishing House of the State University of Management 2018-04-01
Series:Вестник университета
Subjects:
Online Access:https://vestnik.guu.ru/jour/article/view/996
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author A. Zamkovoy
S. Kudiyarov
R. Martyshkin
V. Strizhov
author_facet A. Zamkovoy
S. Kudiyarov
R. Martyshkin
V. Strizhov
author_sort A. Zamkovoy
collection DOAJ
description The problem of rail freight traffic volume forecasts using retrospective data, analysis of the impact of external factors on the cargo base and the distribution of goods shipments by transport mode is solved. In order to improve the forecast fidelity proposed the model integrating historical data of freight rail traffic volume and expert assessments of external factors affecting the work of rail transport hasbeen proposed. The structure of historical data, time series of freight traffic volumes, as well as relationship with expert models is described.
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id doaj-art-0b573c1680de43d69de091180bea049e
institution Kabale University
issn 1816-4277
2686-8415
language English
publishDate 2018-04-01
publisher Publishing House of the State University of Management
record_format Article
series Вестник университета
spelling doaj-art-0b573c1680de43d69de091180bea049e2025-02-04T08:27:55ZengPublishing House of the State University of ManagementВестник университета1816-42772686-84152018-04-0104516010.26425/1816-4277-2018-4-51-60996HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATIONA. Zamkovoy0S. Kudiyarov1R. Martyshkin2V. Strizhov3Institute of Economics and transport developmentInstitute of Economics and transport developmentInstitute of Economics and transport developmentDorodnicyn Computing Centre, Federal Research Center «Computer Science and Control» of Russian Academy of SciencesThe problem of rail freight traffic volume forecasts using retrospective data, analysis of the impact of external factors on the cargo base and the distribution of goods shipments by transport mode is solved. In order to improve the forecast fidelity proposed the model integrating historical data of freight rail traffic volume and expert assessments of external factors affecting the work of rail transport hasbeen proposed. The structure of historical data, time series of freight traffic volumes, as well as relationship with expert models is described.https://vestnik.guu.ru/jour/article/view/996rail freightforecastexpert modelstime seriesexogenous factorsmanagement
spellingShingle A. Zamkovoy
S. Kudiyarov
R. Martyshkin
V. Strizhov
HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
Вестник университета
rail freight
forecast
expert models
time series
exogenous factors
management
title HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
title_full HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
title_fullStr HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
title_full_unstemmed HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
title_short HARMONIZATION OF HISTORICAL DATA AND EXPERT MODELS FOR FORECASTING DEMAND FOR RAIL TRANSPORTATION
title_sort harmonization of historical data and expert models for forecasting demand for rail transportation
topic rail freight
forecast
expert models
time series
exogenous factors
management
url https://vestnik.guu.ru/jour/article/view/996
work_keys_str_mv AT azamkovoy harmonizationofhistoricaldataandexpertmodelsforforecastingdemandforrailtransportation
AT skudiyarov harmonizationofhistoricaldataandexpertmodelsforforecastingdemandforrailtransportation
AT rmartyshkin harmonizationofhistoricaldataandexpertmodelsforforecastingdemandforrailtransportation
AT vstrizhov harmonizationofhistoricaldataandexpertmodelsforforecastingdemandforrailtransportation