{"id":"https://openalex.org/W4385881836","doi":"https://doi.org/10.7148/2023-0284","title":"Time Series Prediction For The Housing Construction Market With The Use Of NARNet","display_name":"Time Series Prediction For The Housing Construction Market With The Use Of NARNet","publication_year":2023,"publication_date":"2023-06-23","ids":{"openalex":"https://openalex.org/W4385881836","doi":"https://doi.org/10.7148/2023-0284"},"language":"en","primary_location":{"id":"doi:10.7148/2023-0284","is_oa":true,"landing_page_url":"http://dx.doi.org/10.7148/2023-0284","pdf_url":"http://www.scs-europe.net/dlib/2023/ecms2023acceptedpapers/0284_simo_ecms2023_0047.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2023 Proceedings edited by Enrico Vicario, Romeo Bandinelli, Virginia Fani, Michele Mastroianni","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"http://www.scs-europe.net/dlib/2023/ecms2023acceptedpapers/0284_simo_ecms2023_0047.pdf","any_repository_has_fulltext":null},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068752057","display_name":"Daria Wotzka","orcid":"https://orcid.org/0000-0002-8861-7974"},"institutions":[{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]},{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]}],"countries":["IT","PL","RO"],"is_corresponding":true,"raw_author_name":"Daria Wotzka","raw_affiliation_strings":["Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland"],"affiliations":[{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]},{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5053438968","display_name":"Gra\u017cyna Suchacka","orcid":"https://orcid.org/0000-0001-7456-1204"},"institutions":[{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]},{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]}],"countries":["IT","PL","RO"],"is_corresponding":false,"raw_author_name":"Grazyna Suchacka","raw_affiliation_strings":["Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland"],"affiliations":[{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041794860","display_name":"\u0141ukasz Mach","orcid":"https://orcid.org/0000-0002-8200-4261"},"institutions":[{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]},{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]},{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]}],"countries":["IT","PL","RO"],"is_corresponding":false,"raw_author_name":"Lukasz Mach","raw_affiliation_strings":["Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","Humanitas University Lucian Blaga University of Sibiu in Sosnwiec"],"affiliations":[{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008488379","display_name":"Pawe\u0142 Fr\u0105cz","orcid":"https://orcid.org/0000-0003-1677-6084"},"institutions":[{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]},{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]}],"countries":["IT","PL","RO"],"is_corresponding":false,"raw_author_name":"Pawel Fracz","raw_affiliation_strings":["Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland"],"affiliations":[{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5084364815","display_name":"Joachim Fo\u0142tys","orcid":"https://orcid.org/0000-0003-4836-3161"},"institutions":[{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]},{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]}],"countries":["IT","PL","RO"],"is_corresponding":false,"raw_author_name":"Joachim Foltys","raw_affiliation_strings":["Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","Humanitas University Lucian Blaga University of Sibiu in Sosnwiec"],"affiliations":[{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]},{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053067058","display_name":"Ionela Maniu","orcid":"https://orcid.org/0000-0002-9284-597X"},"institutions":[{"id":"https://openalex.org/I1339471597","display_name":"Humanitas University","ror":"https://ror.org/020dggs04","country_code":"IT","type":"education","lineage":["https://openalex.org/I1339471597"]},{"id":"https://openalex.org/I124121301","display_name":"Lucian Blaga University of Sibiu","ror":"https://ror.org/026gdz537","country_code":"RO","type":"education","lineage":["https://openalex.org/I124121301"]},{"id":"https://openalex.org/I119217307","display_name":"Opole University of Technology","ror":"https://ror.org/05sj5k538","country_code":"PL","type":"education","lineage":["https://openalex.org/I119217307"]},{"id":"https://openalex.org/I4210162266","display_name":"Institute of Occupational Medicine and Environmental Health","ror":"https://ror.org/04mgjym08","country_code":"PL","type":"facility","lineage":["https://openalex.org/I4210162266"]}],"countries":["IT","PL","RO"],"is_corresponding":false,"raw_author_name":"Ionela Maniu","raw_affiliation_strings":["Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania"],"affiliations":[{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Economics and Management Faculty of Economics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-040 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Humanitas University Lucian Blaga University of Sibiu in Sosnwiec","institution_ids":["https://openalex.org/I124121301","https://openalex.org/I1339471597"]},{"raw_affiliation_string":"Opole University of Technology University of Opole Faculty of Electrical Engineering Institute of Informatics ul. Pr\u00f3szkowska 76 ul. Oleska 48 45-758 Opole, Poland 45-052 Opole, Poland","institution_ids":["https://openalex.org/I119217307"]},{"raw_affiliation_string":"Dept. of Mathematics and Informatics ul. Kili\u0144skiego 43 str. Dr. Ioan Ratiu, 550012 41-200 Sosnowiec, Poland Sibiu, Romania","institution_ids":["https://openalex.org/I4210162266"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5068752057"],"corresponding_institution_ids":["https://openalex.org/I119217307","https://openalex.org/I124121301","https://openalex.org/I1339471597","https://openalex.org/I4210162266"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.08378898,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"284","last_page":"290"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.934499979019165,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11052","display_name":"Energy Load and Power Forecasting","score":0.934499979019165,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/autoregressive-model","display_name":"Autoregressive model","score":0.7932065725326538},{"id":"https://openalex.org/keywords/backpropagation","display_name":"Backpropagation","score":0.7245559692382812},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.718144416809082},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.6145772337913513},{"id":"https://openalex.org/keywords/autoregressive-integrated-moving-average","display_name":"Autoregressive integrated moving average","score":0.5566573143005371},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5552682876586914},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.5186545252799988},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.49828076362609863},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.4444343149662018},{"id":"https://openalex.org/keywords/function","display_name":"Function (biology)","score":0.44295910000801086},{"id":"https://openalex.org/keywords/industrial-engineering","display_name":"Industrial engineering","score":0.3771568536758423},{"id":"https://openalex.org/keywords/econometrics","display_name":"Econometrics","score":0.36662232875823975},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.3238598108291626},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.28939151763916016},{"id":"https://openalex.org/keywords/economics","display_name":"Economics","score":0.14016270637512207}],"concepts":[{"id":"https://openalex.org/C159877910","wikidata":"https://www.wikidata.org/wiki/Q2202883","display_name":"Autoregressive model","level":2,"score":0.7932065725326538},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.7245559692382812},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.718144416809082},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.6145772337913513},{"id":"https://openalex.org/C24338571","wikidata":"https://www.wikidata.org/wiki/Q2566298","display_name":"Autoregressive integrated moving average","level":3,"score":0.5566573143005371},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5552682876586914},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.5186545252799988},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.49828076362609863},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.4444343149662018},{"id":"https://openalex.org/C14036430","wikidata":"https://www.wikidata.org/wiki/Q3736076","display_name":"Function (biology)","level":2,"score":0.44295910000801086},{"id":"https://openalex.org/C13736549","wikidata":"https://www.wikidata.org/wiki/Q4489420","display_name":"Industrial engineering","level":1,"score":0.3771568536758423},{"id":"https://openalex.org/C149782125","wikidata":"https://www.wikidata.org/wiki/Q160039","display_name":"Econometrics","level":1,"score":0.36662232875823975},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.3238598108291626},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.28939151763916016},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.14016270637512207},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C78458016","wikidata":"https://www.wikidata.org/wiki/Q840400","display_name":"Evolutionary biology","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.7148/2023-0284","is_oa":true,"landing_page_url":"http://dx.doi.org/10.7148/2023-0284","pdf_url":"http://www.scs-europe.net/dlib/2023/ecms2023acceptedpapers/0284_simo_ecms2023_0047.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2023 Proceedings edited by Enrico Vicario, Romeo Bandinelli, Virginia Fani, Michele Mastroianni","raw_type":"proceedings-article"}],"best_oa_location":{"id":"doi:10.7148/2023-0284","is_oa":true,"landing_page_url":"http://dx.doi.org/10.7148/2023-0284","pdf_url":"http://www.scs-europe.net/dlib/2023/ecms2023acceptedpapers/0284_simo_ecms2023_0047.pdf","source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"ECMS 2023 Proceedings edited by Enrico Vicario, Romeo Bandinelli, Virginia Fani, Michele Mastroianni","raw_type":"proceedings-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.800000011920929}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4385881836.pdf"},"referenced_works_count":11,"referenced_works":["https://openalex.org/W2073081817","https://openalex.org/W2947375564","https://openalex.org/W2979602286","https://openalex.org/W2981100095","https://openalex.org/W3123805894","https://openalex.org/W3193632852","https://openalex.org/W4205239401","https://openalex.org/W4286850063","https://openalex.org/W4296692853","https://openalex.org/W4317740059","https://openalex.org/W6769119598"],"related_works":["https://openalex.org/W3175321409","https://openalex.org/W4312561791","https://openalex.org/W2389894046","https://openalex.org/W2215717369","https://openalex.org/W2146461990","https://openalex.org/W4312309719","https://openalex.org/W4391216528","https://openalex.org/W2980748541","https://openalex.org/W4399581288","https://openalex.org/W4313123484"],"abstract_inverted_index":{"The":[0],"paper":[1,56],"discusses":[2,57],"the":[3,22,31,47,58,77,86,102,138,145,151,158],"study":[4,59],"to":[5,60],"develop":[6,61],"and":[7,62,119],"tune":[8,63],"parameters":[9,64],"of":[10,24,46,65,79,101],"a":[11,39,66,94,128,133],"nonlinear":[12,67],"autoregressive":[13,68],"neural":[14,69],"network":[15,70,142],"(NARNet":[16,71],"or":[17,72],"NARNN)":[18,73],"model":[19,74,130,143,153],"for":[20,30,75,85,113],"predicting":[21,76],"number":[23,78],"housing":[25,32,48,80,87,103],"units.":[26,81],"Predictions":[27,82],"were":[28,83],"made":[29,84],"construction":[33,49,88,104],"market":[34,89],"in":[35,90,137],"Poland,":[36,91],"which":[37,92],"is":[38,93],"dynamically":[40,95],"growing":[41,96],"European":[42,97],"market.":[43,98],"Three":[44,99],"stages":[45,100],"process":[50,105],"have":[51,106,125],"been":[52,107],"taken":[53,108],"into":[54,109],"considerationThe":[55],"consideration:":[110],"permits":[111],"issued":[112],"house":[114],"construction,":[115,118],"houses":[116],"under":[117],"completed":[120],"new":[121],"houses.":[122],"Experimental":[123],"results":[124],"shown":[126],"that":[127],"NARNet":[129],"can":[131],"be":[132],"very":[134],"effective":[135],"tool":[136],"considered":[139],"scenario.":[140],"A":[141],"using":[144],"Levenberg-Marquardt":[146],"backpropagation":[147],"training":[148],"function":[149],"achieved":[150],"best":[152],"fit,":[154],"as":[155,157],"well":[156],"most":[159],"accurate":[160],"one-month":[161],"predictions.":[162]},"counts_by_year":[],"updated_date":"2025-12-28T23:10:05.387466","created_date":"2025-10-10T00:00:00"}
