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Recommender Systems in the Real Estate Market—A Survey

Alireza Gharahighehi, Konstantinos Pliakos, Celine Vens
2021 Applied Sciences  
For instance, real estate recommender systems usually face the clod-start problem where there are no historical logs for new users or new items, and the recommender system should provide recommendations  ...  Therefore, the recommender systems in the real estate market are different and substantially less studied than in other domains.  ...  Cold-start problem for new items As discussed in Section 5.1, the cold-start problem is one of the most important challenges in real estate RSs.  ... 
doi:10.3390/app11167502 fatcat:4aaa6zzwpngwbejp7yzdqwt4sa

A Map-Based Recommendation System and House Price Prediction Model for Real Estate

Maryam Mubarak, Ali Tahir, Fizza Waqar, Ibraheem Haneef, Gavin McArdle, Michela Bertolotto, Muhammad Tariq Saeed
2022 ISPRS International Journal of Geo-Information  
This article presents a novel framework for recommending real estate to users.  ...  In 2015, global real estate was worth $217 trillion, which is approximately 2.7 times the global GDP; it also accounts for roughly 60% of all conventional global resources, making it one of the key factors  ...  Acknowledgments: This research was supported by the Higher Education Commission (HEC), Pakistan, under grant no. TDF03-249. The authors gratefully acknowledge their support.  ... 
doi:10.3390/ijgi11030178 fatcat:xnxigz7abjeubnqjakvkonwnga

Development of Architectural Model for Estate Valuation System

Ochonogor Donpaul, Constance Izuchukwu Amannah
2021 Science Journal of Circuits Systems and Signal Processing  
The system is recommended for use by users with basic knowledge of computer operation and doing so with recommended data categories as indicated in the documentation as related to the estate valuation  ...  Estate valuers quest for a better method that will bring effectiveness, accuracy and efficiency in their practice.  ...  Price Variation Can Be Inferred from Sample of Submarket The changes in the size of items are the determining factor in real estate market. When item need for.  ... 
doi:10.11648/j.cssp.20211001.11 fatcat:t66asmlaane6hj7tk4yj5dh5zu

ICSC – Policy for energy saving and increase of efficiency in Russia in the spheres of construction, housing and community amenities

Andrey Boyarinov, Iuliia Plastinina, Nataliia Dukmasova, S. Kortov, N. Terlyga, I. Balk
2016 E3S Web of Conferences  
The paper focuses on the barriers that hamper economic motivation and provides recommendations for energy efficiency increase.  ...  a residential building located in Yekaterinburg (Russia, Middle Urals). a Corresponding  ...  Based on the results of our studies, we suggest the following recommendations (a sample estimated amount of finance is specified in parentheses for each recommendation): 1.  ... 
doi:10.1051/e3sconf/20160603009 fatcat:t7eiorvtgraifj2pefpzusmweu

Five lessons from building a deep neural network recommender [article]

Simen Eide, Audun M. Øygard, Ning Zhou
2018 arXiv   pre-print
The sparsity of the items by user matrix and the cold-start issue in marketplaces pose challenges for the off-the-shelf matrix factorization based recommender systems.  ...  Recommendation algorithms are widely adopted in marketplaces to help users find the items they are looking for.  ...  ACKNOWLEDGMENTS The authors would like to thank Nicola Barbieri and Thorkild Stray for their valuable comments and helpful suggestions.  ... 
arXiv:1809.02131v2 fatcat:36qzq5skibdt7du4kxtquckhwu

Recommendation Systems: Classification, Open Issues and Recent Developments

Texts here trace out diverse characteristics concerned with recommendation system and highlight possible recommendation-methodologies capacity in this arena  ...  Everyone is confronted with information flood phenomena and the recommendation engine alleviate Information flood on internet.  ...  As an example, a system can continuously calculate lower rating for items than real preferences, but still be able to achieve the desired score in case of accurate ranking.  ... 
doi:10.35940/ijitee.j8831.078919 fatcat:yb2l37hrbbesjkuxx4oebqihmy

"Does it come in black?" CLIP-like models are zero-shot recommenders [article]

Patrick John Chia, Jacopo Tagliabue, Federico Bianchi, Ciro Greco, Diogo Goncalves
2022 arXiv   pre-print
We consider item recommendations of the comparative nature (e.g. "something darker") and show how CLIP-based models can support this use case in a zero-shot manner.  ...  However, item-to-item recommendations today do not allow users to explore changes along selected dimensions: given a query item, can a model suggest something similar but in a different color?  ...  While interaction is an opportunity, the limited real estate available to display recommendations is a constraint for IVAs (Lin et al., 2021) : since scrolling is limited, strategies for moving from one  ... 
arXiv:2204.02473v2 fatcat:drctcumw5re65hofzmoceq5lri

Recommending investors for new startups by integrating network diffusion and investors' domain preference

Shuqi Xu, Qianming Zhang, Linyuan Lü, Manuel Sebastian Mariani
2019 Information Sciences  
Here, we analyze 34,469 valid investment events collected from and consider the cold-start problem of recommending investors for new startups.  ...  Over the past decade, many startups have sprung up, which create a huge demand for financial support from venture investors.  ...  Fields of application for recommender systems in finance-related domains include stock investment [14] , real estate investment [15] , crowdfunding projects [3] , and portfolio management [30] , among  ... 
doi:10.1016/j.ins.2019.11.045 fatcat:ualpfzxiorcq5dqbjuufvhzoce

Recommendation and Classification Systems: A Systematic Mapping Study

J. G. Enríquez, L. Morales-Trujillo, Fernando Calle-Alonso, F. J. Domínguez-Mayo, J. M. Lucas-Rodríguez
2019 Scientific Programming  
In fact, the validation presented for both cases is very scarce in the industrial environment.  ...  To achieve this goal, this work presents a systematic review applied in two contexts: scientific and industrial. More than a thousand papers have been analyzed resulting in 80 primary studies.  ...  el Desarrollo Tecnológico Industrial (CDTI) of Spain, the Agencia Estatal de Investigación, Spain (Project MTM2017-86875-C3-2-R), and Gobierno de Extremadura, Spain (Project GR18108).  ... 
doi:10.1155/2019/8043905 fatcat:wx734w2af5cpheoijkanvvzdbm

An Era of Recommendation Technologies in IoT: Categorisation by techniques, Challenges and Future Scope

Partibha Ahlawat, Chhavi Rana
2021 Pertanika journal of science & technology  
Recommendation technologies have proven their capabilities of digging the personalised information by proactive filtering in many application domains and can also be a backbone platform in IoT for identifying  ...  This paper is a comprehensive literature review that categorises IoT recommender systems by exploring the literature's different IoT based recommendation techniques.  ...  ACKNOWLEDGEMENT The first author of the paper likes to say thanks to her guide cum supervisor Dr Chhavi Rana for guidance and supervision.  ... 
doi:10.47836/pjst.29.4.07 fatcat:dtubrmawxjhw7lu35l3fsqrs64

Investigating the interplay between structure and information and communications technology in the real estate industry

Kevin Crowston, Steve Sawyer, Rolf Wigand
2001 Information Technology and People  
Real estate is a revelatory industry for the study of ICT uses because it is information-intensive and realtors are information intermediaries between buyers and sellers.  ...  To explore the relationships between individual uses of ICT and changes to organization and industry structures, we examined the residential real estate industry.  ...  The social milieu in this case is the residential real estate industry in the United States.  ... 
doi:10.1108/09593840110695749 fatcat:4dk7p6n235czdprzcscv27atta

Towards Sustainable Residential Buildings in Saudi Arabia According to the Conceptual Framework of "Mostadam" Rating System and Vision 2030

Ashraf Balabel, Mamdooh Alwetaishi
2021 Sustainability  
To this end, the "Mostadam" evaluation service was recently launched in order to assist existing and new buildings in achieving sustainable building standards in a way that is in keeping with the privacy  ...  Moreover, the main categories of sustainable residential buildings according to the "Mostadam" rating systems are discussed, and the potential of such categories in Saudi Arabia is explored.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/su13020793 fatcat:fsv22mk3jzet5kmy4onat7pzuu

The impact of e-information on residential real estate services: transaction costs, social embeddedness, and market conditions

Jane Lee Saber, Paul R. Messinger
2010 Canadian Journal of the Administrative Sciences  
The authors would like to thank the Alberta Real Estate Foundation, SSHRC, and anonymous reviewers for constructive and insightful suggestions.  ...  This research was supported by grants from the Alberta Real Estate Foundation, the Social Sciences and Humanities Research Council of Canada (Initiative on the New Economy Research Alliances Program, SSHRC  ...  The situation is largely reversed for buyers. In cold (i.e., buyers') markets, the benefi t for buyers of quick information from a real estate agent's network is diminished.  ... 
doi:10.1002/cjas.136 fatcat:vixp4667yjelxgcii4aebzqy34

Influence of "Excessive Standards" in Construction on Efficiency of the Residential Real Estate Development

Petr Grigor'evich Grabovy
2021 Revista GEINTEC  
The article demonstrates, that timely updating of the regulatory base in the investment and construction industry is an indispensable condition of its sustainable development, influencing terms, quality  ...  and in favor of the end-consumer.  ...  In Russia, they are just started being installed. Entrance tambour: pros and cons for the development of residential real estate.  ... 
doi:10.47059/revistageintec.v11i3.2087 fatcat:rgjonoavb5b6jbzgrj4kjweyea

Occupants' satisfaction and perceived productivity in open-plan offices designed to support activity-based working: findings from different industry sectors

Christhina Candido, Ozgur Gocer, Samin Marzban, Kenan Gocer, Leena Thomas, Fan Zhang, Zhonghua Gou, Martin Mackey, Lina Engelen, Dian Tjondronegoro
2021 Journal of Corporate Real Estate  
In addition, regression analyses were carried out for each of factor item taken as the independent variable, where perceived productivity was the dependent variable.  ...  There are a few relevant studies to understand how occupants from industry sectors with different levels of adoption of ABW perceived environments designed to support this way of working.  ...  between different industry sectors. 69 Findings reported from these studies might be similar-although looking at different industry sectors in some 70 cases: Wohlers et al. (2017) conducted a study in  ... 
doi:10.1108/jcre-06-2020-0027 fatcat:bfg7u23n7nffndlw7fvevqz3ke
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