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Representative Residential Property Model—Soft Computing Solution
Residential properties are a major component of the environment and economy and a key element for the quality of human life. Faced with disruptive ideological and technological changes in the world, real estate analysis has also become a key research problem for many academic centers and private ins...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690382/ https://www.ncbi.nlm.nih.gov/pubmed/36429830 http://dx.doi.org/10.3390/ijerph192215114 |
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author | Chmielewska, Aneta Renigier-Biłozor, Małgorzata Janowski, Artur |
author_facet | Chmielewska, Aneta Renigier-Biłozor, Małgorzata Janowski, Artur |
author_sort | Chmielewska, Aneta |
collection | PubMed |
description | Residential properties are a major component of the environment and economy and a key element for the quality of human life. Faced with disruptive ideological and technological changes in the world, real estate analysis has also become a key research problem for many academic centers and private institutions. Due to the complex nature of properties, they are one of the most difficult and troublesome subjects of analysis. Given the rapid advancements in competitive automated analytical models, the problem of data representative sample selection may prove to be a very wide-reaching subject. The aim of this paper was the assessment of the particular soft computing methods’ (e.g., Self-Organizing Maps, Rough Set Theory) usefulness for selecting a representative property model. The obtained results confirm that the use of these methods leads to the creation of a model that enables a more reality-based view of the uncertainty and imprecise residential environment. |
format | Online Article Text |
id | pubmed-9690382 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96903822022-11-25 Representative Residential Property Model—Soft Computing Solution Chmielewska, Aneta Renigier-Biłozor, Małgorzata Janowski, Artur Int J Environ Res Public Health Article Residential properties are a major component of the environment and economy and a key element for the quality of human life. Faced with disruptive ideological and technological changes in the world, real estate analysis has also become a key research problem for many academic centers and private institutions. Due to the complex nature of properties, they are one of the most difficult and troublesome subjects of analysis. Given the rapid advancements in competitive automated analytical models, the problem of data representative sample selection may prove to be a very wide-reaching subject. The aim of this paper was the assessment of the particular soft computing methods’ (e.g., Self-Organizing Maps, Rough Set Theory) usefulness for selecting a representative property model. The obtained results confirm that the use of these methods leads to the creation of a model that enables a more reality-based view of the uncertainty and imprecise residential environment. MDPI 2022-11-16 /pmc/articles/PMC9690382/ /pubmed/36429830 http://dx.doi.org/10.3390/ijerph192215114 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chmielewska, Aneta Renigier-Biłozor, Małgorzata Janowski, Artur Representative Residential Property Model—Soft Computing Solution |
title | Representative Residential Property Model—Soft Computing Solution |
title_full | Representative Residential Property Model—Soft Computing Solution |
title_fullStr | Representative Residential Property Model—Soft Computing Solution |
title_full_unstemmed | Representative Residential Property Model—Soft Computing Solution |
title_short | Representative Residential Property Model—Soft Computing Solution |
title_sort | representative residential property model—soft computing solution |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690382/ https://www.ncbi.nlm.nih.gov/pubmed/36429830 http://dx.doi.org/10.3390/ijerph192215114 |
work_keys_str_mv | AT chmielewskaaneta representativeresidentialpropertymodelsoftcomputingsolution AT renigierbiłozormałgorzata representativeresidentialpropertymodelsoftcomputingsolution AT janowskiartur representativeresidentialpropertymodelsoftcomputingsolution |