{"id":10,"type":"Feature","geometry":{"type":"GeometryCollection","geometries":[{"type":"Polygon","coordinates":[[[24.145783,49.0020468],[24.145783,55.03605],[14.0696389,55.03605],[14.0696389,49.0020468],[24.145783,49.0020468]]]}]},"bbox":[14.0696389,49.0020468,24.145783,55.03605],"properties":{"title":"Analysis of the Housing Market Dynamics Using NARX Neural Network","type":"article","abstract":"This study employs a Nonlinear Autoregressive with eXogenous inputs (NARX) neural network to model the dynamics of the housing construction market in Poland, with a distinction made between segments of developers and individual investors. The dataset under analysis contains the 19-year data corresponding to the numbers of housing units approved for construction, under construction, and completed. The NARX model was calibrated thoroughly to suit unique characteristics of the data, with an emphasisputon the hidden layer size and delay parameters, to capture the estate market's nonlinear trends. Results show a very high efficiency of NARX models and highlight distinct patterns and dynamics in the housing completion, construction starts, and permit issuance between the two market segments. These variations are vital for understanding the distinct forces and trends shaping the developers’ and individual investors’ markets in the Polish housing sector. Findings of the analysis provide valuable insight into the nuanced functioning of these market segments.","publicationDate":"2025-07-14","doi":null,"url":"https://service.tib.eu/komet/ojs330/index.php/gmdj/article/view/29","timeperiod_startdate":["2005-01-01"],"timeperiod_enddate":["2023-12-31"],"placename":"Mniszki, Łęczyca County, Łódź Voivodeship, Poland","country_code":"PL","source_details":{"id":9,"name":"geoMetadata Demo Journal","issn_l":null,"openalex_id":null,"openalex_url":null,"publisher_name":null,"works_count":null,"works_api_url":null,"default_work_type":"article"},"status":"p","status_display":"Published","authors":["Wotzka","Daria"],"keywords":["ZHB Luzern"],"topics":null,"bok_concepts":null,"bok_concepts_resolved":[],"openalex_id":null,"openalex_match_info":null,"openalex_fulltext_origin":null,"openalex_is_retracted":false,"openalex_ids":null,"openalex_open_access_status":null}}