Toward a user-oriented recommendation system for real estate websites

The Internet has become a significant transaction platform for the real estate industry. However, use of the Internet does not benefit homebuyers in terms of search time, flexibility, and intuitive results. While it does encourage buyers to search more intensively, and discover and visit more properties, it also wastes more time and energy. To improve the efficiency of real estate searches, we developed an online homebuyer's search program, based on an investigation of search behaviors, and implement a user-oriented recommendation system for real estate websites via a combination of case-based reasoning and an ontological structure. An ontological structure is employed to improve information management efficiency while case-based reasoning improves recommendation accuracy. A user test demonstrates the effectiveness of the proposed system and validates the findings of this study. The limitations of the current study are also discussed for future research and applications.

[1]  David Ellis,et al.  A Comparison of the Information seeking Patterns of researchers in the Physical and Social Sciences , 1993, J. Documentation.

[2]  Amanda Spink,et al.  How are we searching the World Wide Web? A comparison of nine search engine transaction logs , 2006, Inf. Process. Manag..

[3]  Richard L. Daft,et al.  4 – The Effectiveness of Interpretation Systems , 1983 .

[4]  Pedro A. González-Calero,et al.  CBROnto: A Task/Method Ontology for CBR , 2002, FLAIRS Conference.

[5]  G Stix,et al.  The mice that warred. , 2001, Scientific American.

[6]  Shu-Sheng Liaw,et al.  An investigation of user attitudes toward search engines as an information retrieval tool , 2003, Comput. Hum. Behav..

[7]  Richard Ellis,et al.  Applications and Innovations in Intelligent Systems VII , 2000, Springer London.

[8]  Karl Reiner Lang,et al.  Do Search Terms Matter for Online Consumers? The Interplay Between Search Engine Query Specification and Topical Organization , 2007, Decis. Support Syst..

[9]  Qiang Yang,et al.  Caseadvisor: Supporting interactive problem solving and case base maintenance for help desk applications , 1997, IJCAI 1997.

[10]  James A. Hendler,et al.  The Semantic Web: A new form of Web content that is meaningful to computers will unleash a revolution of new possibilities , 2001 .

[11]  A. M. Madni,et al.  Recommender systems in e-commerce , 2014, 2014 World Automation Congress (WAC).

[12]  Brian Detlor,et al.  Information Seeking on the Web: An Integrated Model of Browsing and Searching , 2000, First Monday.

[13]  Robin D. Burke,et al.  Hybrid Recommender Systems: Survey and Experiments , 2002, User Modeling and User-Adapted Interaction.

[14]  David Ellis,et al.  A behavioural model for information retrieval system design , 1989, J. Inf. Sci..

[15]  Michael J. Seiler,et al.  Uses of Websites for Effective Real Estate Marketing , 2000 .

[16]  Pedro A. González-Calero,et al.  Building CBR systems with jcolibri , 2007, Sci. Comput. Program..

[17]  Barry Smyth,et al.  Case-based recommender systems , 2005, The Knowledge Engineering Review.

[18]  Asunción Gómez-Pérez,et al.  Building Legal Ontologies with METHONTOLOGY and WebODE , 2003, Law and the Semantic Web.

[19]  Jae-Hyung Cho The Development of a Real Estate Multi-Attribute Integrated Search System , 2009 .

[20]  F. Aguilar Scanning the business environment , 1967 .

[21]  Ingrid Hsieh-Yee Research on Web Search Behavior. , 2001 .

[22]  Robin Burke,et al.  Knowledge-based recommender systems , 2000 .

[23]  Victoria T. D'Urso Home Buyer Search Duration and the Internet , 2002 .

[24]  Eric Tsui,et al.  An ontology-based similarity measurement for problem-based case reasoning , 2009, Expert Syst. Appl..

[25]  Asunción Gómez-Pérez,et al.  METHONTOLOGY: From Ontological Art Towards Ontological Engineering , 1997, AAAI 1997.

[26]  Randy I. Anderson,et al.  Internet use and real estate brokerage market intermediation , 2003 .

[27]  Julius T. Tou,et al.  Information Systems , 1973, GI Jahrestagung.

[28]  Juan A. Recio-García,et al.  Ontology based CBR with jCOLIBRI , 2006, SGAI Conf..

[29]  Abdullah Yavas,et al.  The effects of the internet on marketing residential real estate , 2005 .

[30]  Raquel Hervás,et al.  Story plot generation based on CBR , 2004, Knowl. Based Syst..

[31]  D. Whetten,et al.  Organizational Effectiveness: A Comparison of Multiple Models , 1984 .

[32]  B. Shneiderman,et al.  The dynamic HomeFinder: evaluating dynamic queries in a real-estate information exploration system , 1992, SIGIR '92.

[33]  Hongyu Liu,et al.  Buyer Search and the Role of Broker in an Emerging Housing Market: A Case Study of Guangzhou , 2006 .

[34]  Sophie Ahrens,et al.  Recommender Systems , 2012 .

[35]  Ulrich Flemming,et al.  Schematic Layout Design in SEED Environment , 1995 .

[36]  Francesco Ricci,et al.  Case-Based Recommender Systems: A Unifying View , 2003, ITWP.

[37]  David Ellis,et al.  Modelling the information seeking patterns of engineers and research scientists in an industrial environment , 1997, J. Documentation.

[38]  Ian Horrocks,et al.  OIL: An Ontology Infrastructure for the Semantic Web , 2001, IEEE Intell. Syst..