Consumers' Willingness to Invest in Smart Home Technologies Using Machine Learning: A Survey-Based Analysis in Qatar
المؤلف | Alhindi, Taha J. |
المؤلف | Angizeh, Farhad |
المؤلف | Abulibdeh, Ammar |
المؤلف | Jafari, Mohsen A. |
تاريخ الإتاحة | 2024-06-03T06:59:54Z |
تاريخ النشر | 2023-05 |
اسم المنشور | Proceedings - 2023 IEEE PES GTD International Conference and Exposition, GTD 2023 |
المعرّف | http://dx.doi.org/10.1109/GTD49768.2023.00088 |
الاقتباس | Alhindi, T. J., Angizeh, F., Abulibdeh, A., & Jafari, M. A. (2023, May). Consumers' Willingness to Invest in Smart Home Technologies Using Machine Learning: A Survey-Based Analysis in Qatar. In 2023 IEEE PES GTD International Conference and Exposition (GTD) (pp. 325-329). IEEE. |
الترقيم الدولي الموحد للكتاب | 978-172817025-1 |
الملخص | This paper investigates the consumers' willingness to invest in smart home technologies and the savings they expect by using machine learning. Data is gathered using questionnaires from 2,014 consumers who participated in a smart home technology-related survey in Qatar. Variable importance ranking based on decision tree models is carried out to identify the most critical questions in the survey and the daily aspects that affect consumers' willingness to invest in smart home technologies. The findings show that demographics, especially education level and cultural backgrounds, greatly impact consumers' decisions concerning smart homes. Moreover, consumers with programmable household appliances are more likely to invest in smart home technologies. |
راعي المشروع | This work was partially supported by the Qatar National Research Fund (a member of the Qatar Foundation) through the National Priorities Research Program (NPRP) Award under Grant NPRP13S-0206-200272. |
اللغة | en |
الناشر | Institute of Electrical and Electronics Engineers Inc. |
الموضوع | consumer behavior decision tree machine learning Smart home survey analysis variable importance ranking |
النوع | Conference Paper |
الصفحات | 325-329 |
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