Neural Networks Modelling of Municipal Real Estate Market Rent Rates

This paper presents the results of research on the application of neural networks modelling of municipal real estate market rent rates. The test procedure was based on selected networks trained on the local real estate market data and transformation of the detected dependencies – through established...

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Main Authors: Muczyński Andrzej, Walacik Marek
Format: Article
Language:English
Published: Sciendo 2016-12-01
Series:Folia Oeconomica Stetinensia
Subjects:
Online Access:https://doi.org/10.1515/foli-2016-0022
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author Muczyński Andrzej
Walacik Marek
author_facet Muczyński Andrzej
Walacik Marek
author_sort Muczyński Andrzej
collection DOAJ
description This paper presents the results of research on the application of neural networks modelling of municipal real estate market rent rates. The test procedure was based on selected networks trained on the local real estate market data and transformation of the detected dependencies – through established models – to estimate the potential market rent rates of municipal premises. On this basis, the assessment of the adequacy of the actual market rent rates of municipal properties was made. Empirical research was conducted on the local real estate market of the city of Olsztyn in Poland. In order to describe the phenomenon of market rent rates formation an unidirectional three-layer network and a network of radial base was selected. Analyses showed a relatively low degree of convergence of the actual municipal rent rents with potential market rent rates. This degree was strongly varied depending on the type of business ran on the property and its’ social and economic impact. The applied research methodology and the obtained results can be used in order to rationalize municipal property management, including the activation of rental policy.
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spelling doaj.art-051f61c3a1e340b5a22cc8bf428c33d82022-12-21T18:29:36ZengSciendoFolia Oeconomica Stetinensia1898-01982016-12-01162172810.1515/foli-2016-0022foli-2016-0022Neural Networks Modelling of Municipal Real Estate Market Rent RatesMuczyński Andrzej0Walacik Marek1University of Warmia and Mazury in Olsztyn, The Faculty of Geodesy, Geospatial and Civil Engineering, Department of Real Estate Resources, Prawocheńskiego Street 15, 10-724 Olsztyn, PolandUniversity of Warmia and Mazury in Olsztyn, The Faculty of Geodesy, Geospatial and Civil Engineering, Department of Land Management and Regional Development, Prawocheńskiego Street 15, 10-724 Olsztyn, PolandThis paper presents the results of research on the application of neural networks modelling of municipal real estate market rent rates. The test procedure was based on selected networks trained on the local real estate market data and transformation of the detected dependencies – through established models – to estimate the potential market rent rates of municipal premises. On this basis, the assessment of the adequacy of the actual market rent rates of municipal properties was made. Empirical research was conducted on the local real estate market of the city of Olsztyn in Poland. In order to describe the phenomenon of market rent rates formation an unidirectional three-layer network and a network of radial base was selected. Analyses showed a relatively low degree of convergence of the actual municipal rent rents with potential market rent rates. This degree was strongly varied depending on the type of business ran on the property and its’ social and economic impact. The applied research methodology and the obtained results can be used in order to rationalize municipal property management, including the activation of rental policy.https://doi.org/10.1515/foli-2016-0022municipal real estate stock managementartificial neural networksproperty rent marketc45r33
spellingShingle Muczyński Andrzej
Walacik Marek
Neural Networks Modelling of Municipal Real Estate Market Rent Rates
Folia Oeconomica Stetinensia
municipal real estate stock management
artificial neural networks
property rent market
c45
r33
title Neural Networks Modelling of Municipal Real Estate Market Rent Rates
title_full Neural Networks Modelling of Municipal Real Estate Market Rent Rates
title_fullStr Neural Networks Modelling of Municipal Real Estate Market Rent Rates
title_full_unstemmed Neural Networks Modelling of Municipal Real Estate Market Rent Rates
title_short Neural Networks Modelling of Municipal Real Estate Market Rent Rates
title_sort neural networks modelling of municipal real estate market rent rates
topic municipal real estate stock management
artificial neural networks
property rent market
c45
r33
url https://doi.org/10.1515/foli-2016-0022
work_keys_str_mv AT muczynskiandrzej neuralnetworksmodellingofmunicipalrealestatemarketrentrates
AT walacikmarek neuralnetworksmodellingofmunicipalrealestatemarketrentrates