{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T18:05:27Z","timestamp":1782410727368,"version":"3.54.5"},"reference-count":35,"publisher":"Emerald","issue":"2","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2026,1,27]]},"abstract":"<jats:sec>\n                    <jats:title>Purpose<\/jats:title>\n                    <jats:p>In the real estate business, identifying the ideal property for a user poses a difficult task due to the many factors involved in the decision-making process. Moreover, users often struggle to find platforms that facilitate effective communication of their preferences. To tackle this issue, a web-based data-driven recommendation system has been devised for the real estate business.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design\/methodology\/approach<\/jats:title>\n                    <jats:p>The process of identifying the most suitable rental property for a user hinges greatly on how the user prioritizes each criterion and the analysis of unstructured data. In this research, a novel recommendation system for house rentals is developed by utilizing the Weighted Hierarchical Fuzzy Axiomatic Design (WFAD) approach. Techniques for extracting pertinent information from unstructured house descriptions are employed. The user\u2019s preferences are captured through an interactive web application equipped with a map feature to highlight key locations.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Findings<\/jats:title>\n                    <jats:p>Data on various available rental properties are gathered using web scraping techniques. The efficacy of the proposed rental house recommendation system is demonstrated through multiple case studies. It is observed that the developed system provides more informed and reliable decisions.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Originality\/value<\/jats:title>\n                    <jats:p>First time in the related literature, we applied the weighted fuzzy axiomatic design procedure (WFAD) to the product recommendation problem and developed a comprehensive web-based system for recommending rental houses based on it in the real estate business.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1108\/k-08-2024-2211","type":"journal-article","created":{"date-parts":[[2024,12,5]],"date-time":"2024-12-05T01:03:38Z","timestamp":1733360618000},"page":"1156-1182","source":"Crossref","is-referenced-by-count":1,"title":["Development of web based data-driven recommendation system for house\u00a0rental via hierarchical fuzzy\u00a0axiomatic design"],"prefix":"10.1108","volume":"55","author":[{"ORCID":"https:\/\/orcid.org\/0009-0005-2209-6212","authenticated-orcid":true,"given":"Filiz","family":"\u015eeny\u00fczl\u00fcler","sequence":"first","affiliation":[{"name":"Dokuz Eylul University, T\u0131naztepe Campus Department of Industrial Engineering, , ,","place":["Izmir, Turkey"]}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4952-7239","authenticated-orcid":true,"given":"Adil","family":"Baykasoglu","sequence":"additional","affiliation":[{"name":"Dokuz Eylul University, T\u0131naztepe Campus Department of Industrial Engineering, , ,","place":["Izmir, Turkey"]}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"140","published-online":{"date-parts":[[2024,12,5]]},"reference":[{"issue":"S1","key":"2026012704231414600_ref001","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1111\/1540-6229.12262","article-title":"Information asymmetry, regulations, and equilibrium outcomes: theory and evidence from the housing rental market","volume":"49","author":"Ambrose","year":"2021","journal-title":"Real Estate Economics"},{"key":"2026012704231414600_ref002","doi-asserted-by":"publisher","first-page":"25","DOI":"10.1109\/icoiact.2018.8350801","article-title":"Recommendation system for property search using content based filtering method","author":"Badriyah","year":"2018"},{"issue":"1","key":"2026012704231414600_ref003","doi-asserted-by":"publisher","first-page":"83","DOI":"10.1108\/k-07-2022-1024","article-title":"Perceived usability evaluation of learning management systems via axiomatic design with a real life application","volume":"53","author":"Baykasoglu","year":"2024","journal-title":"Kybernetes"},{"issue":"4","key":"2026012704231414600_ref004","doi-asserted-by":"publisher","first-page":"2781297","DOI":"10.1177\/0739456x16664789","article-title":"New insights into rental housing markets across the United States: web scraping and analyzing craigslist rental listings","volume":"37","author":"Boeing","year":"2017","journal-title":"Journal of Planning Education and Research"},{"issue":"1","key":"2026012704231414600_ref005","doi-asserted-by":"publisher","first-page":"125","DOI":"10.1007\/s11257-011-9108-6","article-title":"Critiquing-based recommenders: survey and emerging trends","volume":"22","author":"Chen","year":"2012","journal-title":"User Modeling and User-Adapted Interaction"},{"issue":"4","key":"2026012704231414600_ref006","doi-asserted-by":"publisher","first-page":"480","DOI":"10.1007\/s11146-015-9496-1","article-title":"Online information search, market fundamentals and apartment real estate","volume":"51","author":"Das","year":"2015","journal-title":"The Journal of Real Estate Finance and Economics"},{"key":"2026012704231414600_ref007","first-page":"251","article-title":"A novel recommendation system for housing search: an MCDM approach","author":"Das","year":"2021"},{"issue":"16","key":"2026012704231414600_ref008","doi-asserted-by":"publisher","first-page":"7502","DOI":"10.3390\/app11167502","article-title":"Recommender systems in the real estate market-a survey","volume":"11","author":"Gharahighehi","year":"2021","journal-title":"Applied Sciences"},{"key":"2026012704231414600_ref009","article-title":"A recommender system for rental properties","author":"Guy","year":"2017"},{"issue":"3","key":"2026012704231414600_ref010","first-page":"10","article-title":"A system for recommending rental properties","volume":"8","author":"Kasamani","year":"2017","journal-title":"Journal of Systems Integration"},{"issue":"3","key":"2026012704231414600_ref011","doi-asserted-by":"publisher","first-page":"145","DOI":"10.15849\/ijasca.211128.11","article-title":"Web scraping or web crawling: state of art, techniques, approaches, and application","volume":"13","author":"Khder","year":"2021","journal-title":"International Journal of Advances in Soft Computing and Its Applications"},{"issue":"9","key":"2026012704231414600_ref012","doi-asserted-by":"publisher","first-page":"6705","DOI":"10.1016\/j.eswa.2010.03.061","article-title":"Applications of axiomatic design principles: a literature review","volume":"37","author":"Kulak","year":"2010","journal-title":"Expert Systems with Applications"},{"key":"2026012704231414600_ref013","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2024.112196","article-title":"Two-sided matching theory-based second-hand house transaction evaluation and recommendation by the modified PLC-DEMATEL method","volume":"166","author":"Li","year":"2024","journal-title":"Applied Soft Computing"},{"issue":"2","key":"2026012704231414600_ref014","doi-asserted-by":"publisher","first-page":"239","DOI":"10.1007\/s11257-019-09231-w","article-title":"Trends in content-based recommendation","volume":"29","author":"Lops","year":"2019","journal-title":"User Modeling and User-Adapted Interaction"},{"issue":"3","key":"2026012704231414600_ref015","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1080\/10095020.2012.715900","article-title":"An ontology-based multicriteria spatial decision support system: a case study of house selection","volume":"15","author":"Malczewski","year":"2012","journal-title":"Geo-Spatial Information Science"},{"issue":"3","key":"2026012704231414600_ref016","doi-asserted-by":"publisher","first-page":"178","DOI":"10.3390\/ijgi11030178","article-title":"A map-based recommendation system and house price prediction model for real estate","volume":"11","author":"Mubarak","year":"2022","journal-title":"ISPRS International Journal of Geo-Information"},{"issue":"5","key":"2026012704231414600_ref017","doi-asserted-by":"publisher","DOI":"10.1016\/j.heliyon.2024.e26444","article-title":"Housing fuzzy recommender system: a systematic literature review","volume":"10","author":"Mu\u00f1oz","year":"2024","journal-title":"Heliyon"},{"issue":"02","key":"2026012704231414600_ref018","doi-asserted-by":"publisher","DOI":"10.1142\/s2424922x2041003x","article-title":"Design and implementation of a novel hybrid rental apartment recommender system","volume":"12","author":"Neloy","year":"2020","journal-title":"Advances in Data Science and Adaptive Analysis"},{"key":"2026012704231414600_ref019","first-page":"29","article-title":"Making better recommendations with online profiling agents","volume":"26","author":"Oh","year":"2005","journal-title":"AI Magazine"},{"key":"2026012704231414600_ref020","doi-asserted-by":"publisher","first-page":"177","DOI":"10.1007\/978-3-030-37548-5_14","article-title":"An intelligent context aware recommender system for real-estate","author":"Rehman","year":"2019"},{"key":"2026012704231414600_ref021","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1007\/978-0-387-85820-3","volume-title":"Recommender System Handbook","author":"Ricci","year":"2011"},{"issue":"4","key":"2026012704231414600_ref022","doi-asserted-by":"publisher","first-page":"515","DOI":"10.1080\/10835547.2012.12091344","article-title":"Further assessment of the efficiency effects of internet use in home search","volume":"34","author":"Richardson","year":"2012","journal-title":"Journal of Real Estate Research"},{"issue":"7","key":"2026012704231414600_ref023","doi-asserted-by":"publisher","first-page":"43","DOI":"10.5120\/ijca2016908821","article-title":"Survey on recommendation system","volume":"137","author":"Shah","year":"2016","journal-title":"International\u00a0Journal of Computer Application"},{"issue":"3","key":"2026012704231414600_ref024","first-page":"37","article-title":"Using a modified extension of mixed fuzzy and crisp axiomatic design method in vendor selection for supply chain","volume":"7","author":"Shahbandarzadeh","year":"2011","journal-title":"Journal of Industrial Management"},{"key":"2026012704231414600_ref025","doi-asserted-by":"publisher","first-page":"604","DOI":"10.2991\/978-94-6463-124-1_70","article-title":"Research on house rental recommendation algorithm based on deep\u00a0learning","volume":"233","author":"Shi","year":"2023","journal-title":"BDEIM 2022, AEBMR"},{"issue":"11","key":"2026012704231414600_ref026","doi-asserted-by":"crossref","first-page":"1367","DOI":"10.30534\/ijeter\/2021\/019112021","article-title":"A survey on different recommendation techniques","volume":"9","author":"Shrivastava","year":"2021","journal-title":"International Journal of Emerging Trends in Engineering Research"},{"issue":"2","key":"2026012704231414600_ref027","doi-asserted-by":"publisher","first-page":"951","DOI":"10.32628\/cseit1952245","article-title":"Preference-search based recommendation system for accommodation facilitator: a review","volume":"5","author":"Simran","year":"2019","journal-title":"International Journal of Scientific Research in computer Science, Engineering and Information Technology"},{"key":"2026012704231414600_ref028","doi-asserted-by":"crossref","first-page":"321","DOI":"10.1201\/9781003005018-16-17","volume-title":"In Sustainable Production and Logistics","author":"Subulan","year":"2021"},{"key":"2026012704231414600_ref029","volume-title":"The Principles of Design","author":"Suh","year":"1990"},{"issue":"1","key":"2026012704231414600_ref030","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1080\/10835547.2005.12091148","article-title":"Apartment rent prediction using spatial modeling","volume":"27","author":"Valente","year":"2005","journal-title":"Journal of Real Estate Research"},{"key":"2026012704231414600_ref031","doi-asserted-by":"publisher","first-page":"465","DOI":"10.1613\/jair.2075","article-title":"Preference-based search using example-critiquing with suggestions","volume":"27","author":"Viappiani","year":"2006","journal-title":"Journal of Artificial Intelligence Research"},{"key":"2026012704231414600_ref032","first-page":"461","article-title":"A collaborative filtering based personalized top-k recommender system for housing","author":"Wang","year":"2012"},{"key":"2026012704231414600_ref033","first-page":"51","article-title":"Geographical proximity boosted recommendation algorithms for real estate","author":"Yu","year":"2018"},{"issue":"2","key":"2026012704231414600_ref034","doi-asserted-by":"publisher","first-page":"231","DOI":"10.1016\/j.is.2012.08.004","article-title":"Toward a user-oriented recommendation system for real estate websites","volume":"38","author":"Yuan","year":"2013","journal-title":"Information Systems"},{"key":"2026012704231414600_ref035","doi-asserted-by":"publisher","first-page":"1185","DOI":"10.1109\/iske47853.2019.9170411","article-title":"A recommender system for cold-start items: a case study in the real estate industry","author":"Zhang","year":"2019"}],"container-title":["Kybernetes"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.emerald.com\/insight\/content\/doi\/10.1108\/K-08-2024-2211\/full\/xml","content-type":"application\/xml","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/www.emerald.com\/k\/article-pdf\/55\/2\/1156\/11202173\/k-08-2024-2211en.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"syndication"},{"URL":"https:\/\/www.emerald.com\/k\/article-pdf\/55\/2\/1156\/11202173\/k-08-2024-2211en.pdf","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,1,27]],"date-time":"2026-01-27T09:23:18Z","timestamp":1769505798000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.emerald.com\/k\/article\/55\/2\/1156\/1259431\/Development-of-web-based-data-driven"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024,12,5]]},"references-count":35,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2026,1,27]]}},"URL":"https:\/\/doi.org\/10.1108\/k-08-2024-2211","relation":{},"ISSN":["0368-492X","1758-7883"],"issn-type":[{"value":"0368-492X","type":"print"},{"value":"1758-7883","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024,12,5]]}}}