Open Access

Research on Precision Marketing and Smart Tourism Service Optimization of Online Marketing Driven E-commerce Platform Based on Big Data and Machine Learning

 and   
Mar 19, 2025

Cite
Download Cover

Mehraliyev, F., Choi, Y., & Köseoglu, M. A. (2019). Progress on smart tourism research. Journal of Hospitality and Tourism Technology, 10(4), 522-538. Mehraliyev F. Choi Y. Köseoglu M. A. ( 2019 ). Progress on smart tourism research . Journal of Hospitality and Tourism Technology , 10 ( 4 ), 522 - 538 . Search in Google Scholar

Hamid, R. A., Albahri, A. S., Alwan, J. K., Al-Qaysi, Z. T., Albahri, O. S., Zaidan, A. A., & Zaidan, B. B. (2021). How smart is e-tourism? A systematic review of smart tourism recommendation system applying data management. Computer Science Review, 39, 100337. Hamid R. A. Albahri A. S. Alwan J. K. Al-Qaysi Z. T. Albahri O. S. Zaidan A. A. Zaidan B. B. ( 2021 ). How smart is e-tourism? A systematic review of smart tourism recommendation system applying data management . Computer Science Review , 39 , 100337 . Search in Google Scholar

Li, Y., Hu, C., Huang, C., & Duan, L. (2017). The concept of smart tourism in the context of tourism information services. Tourism management, 58, 293-300. Li Y. Hu C. Huang C. Duan L. ( 2017 ). The concept of smart tourism in the context of tourism information services . Tourism management , 58 , 293 - 300 . Search in Google Scholar

Sigalat-Signes, E., Calvo-Palomares, R., Roig-Merino, B., & García-Adán, I. (2020). Transition towards a tourist innovation model: The smart tourism destination: Reality or territorial marketing?. Journal of Innovation & Knowledge, 5(2), 96-104. Sigalat-Signes E. Calvo-Palomares R. Roig-Merino B. García-Adán I. ( 2020 ). Transition towards a tourist innovation model: The smart tourism destination: Reality or territorial marketing? . Journal of Innovation & Knowledge , 5 ( 2 ), 96 - 104 . Search in Google Scholar

Rudwiarti, L. A., Pudianti, A., Emanuel, A. W. R., Vitasurya, V. R., & Hadi, P. (2021, May). Smart tourism village, opportunity, and challenge in the disruptive era. In IOP Conference Series: Earth and Environmental Science (Vol. 780, No. 1, p. 012018). IOP Publishing. Rudwiarti L. A. Pudianti A. Emanuel A. W. R. Vitasurya V. R. Hadi P. ( 2021 , May ). Smart tourism village, opportunity, and challenge in the disruptive era . In IOP Conference Series: Earth and Environmental Science (Vol. 780 , No. 1 , p. 012018 ). IOP Publishing . Search in Google Scholar

Su, H., & Meng, X. (2021, May). Research on the development of rural E-commerce based on smart tourism. In Journal of Physics: Conference Series (Vol. 1915, No. 3, p. 032007). IOP Publishing. Su H. Meng X. ( 2021 , May ). Research on the development of rural E-commerce based on smart tourism . In Journal of Physics: Conference Series (Vol. 1915 , No. 3 , p. 032007 ). IOP Publishing . Search in Google Scholar

Leung, R. (2022). Development of information and communication technology: from e-tourism to smart tourism. Handbook of e-Tourism, 23-55. Leung R. ( 2022 ). Development of information and communication technology: from e-tourism to smart tourism . Handbook of e-Tourism , 23 - 55 . Search in Google Scholar

Brandt, T., Bendler, J., & Neumann, D. (2017). Social media analytics and value creation in urban smart tourism ecosystems. Information & Management, 54(6), 703-713. Brandt T. Bendler J. Neumann D. ( 2017 ). Social media analytics and value creation in urban smart tourism ecosystems . Information & Management , 54 ( 6 ), 703 - 713 . Search in Google Scholar

Yang, W., & Lin, Y. (2022). Research on the interactive operations research model of e-commerce tourism resources business based on big data and circular economy concept. Journal of Enterprise Information Management, 35(4/5), 1348-1373. Yang W. Lin Y. ( 2022 ). Research on the interactive operations research model of e-commerce tourism resources business based on big data and circular economy concept . Journal of Enterprise Information Management , 35 ( 4/5 ), 1348 - 1373 . Search in Google Scholar

Ye, B. H., Ye, H., & Law, R. (2020). Systematic review of smart tourism research. Sustainability, 12(8), 3401. Ye B. H. Ye H. Law R. ( 2020 ). Systematic review of smart tourism research . Sustainability , 12 ( 8 ), 3401 . Search in Google Scholar

Pathmanathan, P. R., El-Ebiary, Y. A. B., Yusoff, M. H., Aseh, K., Al-Qudah, O. M. A. A., Pande, B., & Bamansoor, S. (2021, June). The Benefit and Impact of E-Commerce in Tourism Enterprises. In 2021 2nd International Conference on Smart Computing and Electronic Enterprise (ICSCEE) (pp. 193-198). IEEE. Pathmanathan P. R. El-Ebiary Y. A. B. Yusoff M. H. Aseh K. Al-Qudah O. M. A. A. Pande B. Bamansoor S. ( 2021 , June ). The Benefit and Impact of E-Commerce in Tourism Enterprises . In 2021 2nd International Conference on Smart Computing and Electronic Enterprise (ICSCEE) (pp. 193 - 198 ). IEEE. Search in Google Scholar

Hassannia, R., Vatankhah Barenji, A., Li, Z., & Alipour, H. (2019). Web-based recommendation system for smart tourism: Multiagent technology. Sustainability, 11(2), 323. Hassannia R. Vatankhah Barenji A. Li Z. Alipour H. ( 2019 ). Web-based recommendation system for smart tourism: Multiagent technology . Sustainability , 11 ( 2 ), 323 . Search in Google Scholar

Nemade, G., Deshmane, R., Thakare, P., Patil, M., & Thombre, V. D. (2017). Smart tourism recommender system. International Research Journal of Engineering and Technology (IRJET), 4(11), 601-603. Nemade G. Deshmane R. Thakare P. Patil M. Thombre V. D. ( 2017 ). Smart tourism recommender system . International Research Journal of Engineering and Technology (IRJET) , 4 ( 11 ), 601 - 603 . Search in Google Scholar

Huda, C., Ramadhan, A., Trisetyarso, A., Abdurachman, E., & Heryadi, Y. (2021). Smart tourism recommendation model: a systematic literature review. International Journal of Advanced Computer Science and Applications, 12(12). Huda C. Ramadhan A. Trisetyarso A. Abdurachman E. Heryadi Y. ( 2021 ). Smart tourism recommendation model: a systematic literature review . International Journal of Advanced Computer Science and Applications , 12 ( 12 ). Search in Google Scholar

Xia, W. (2022). Digital transformation of tourism industry and smart tourism recommendation algorithm based on 5G background. Mobile Information Systems, 2022(1), 4021706. Xia W. ( 2022 ). Digital transformation of tourism industry and smart tourism recommendation algorithm based on 5G background . Mobile Information Systems , 2022 ( 1 ), 4021706 . Search in Google Scholar

Nan, X., & Wang, X. (2022). Design and implementation of a personalized tourism recommendation system based on the data mining and collaborative filtering algorithm. Computational Intelligence and Neuroscience, 2022(1), 1424097. Nan X. Wang X. ( 2022 ). Design and implementation of a personalized tourism recommendation system based on the data mining and collaborative filtering algorithm . Computational Intelligence and Neuroscience , 2022 ( 1 ), 1424097 . Search in Google Scholar

Gamidullaeva, L., Finogeev, A., Kataev, M., & Bulysheva, L. (2023). A design concept for a tourism recommender system for regional development. Algorithms, 16(1), 58. Gamidullaeva L. Finogeev A. Kataev M. Bulysheva L. ( 2023 ). A design concept for a tourism recommender system for regional development . Algorithms , 16 ( 1 ), 58 . Search in Google Scholar

Pei, Y., & Zhang, Y. (2021, April). A study on the integrated development of artificial intelligence and tourism from the perspective of smart tourism. In Journal of Physics: Conference Series (Vol. 1852, No. 3, p. 032016). IOP Publishing. Pei Y. Zhang Y. ( 2021 , April ). A study on the integrated development of artificial intelligence and tourism from the perspective of smart tourism . In Journal of Physics: Conference Series (Vol. 1852 , No. 3 , p. 032016 ). IOP Publishing . Search in Google Scholar

Thananchana, A., Noinan, K., & Wicha, S. (2022, January). The designing of cultural-based tourism recommendation system with community collaboration. In 2022 Joint International Conference on Digital Arts, Media and Technology with ECTI Northern Section Conference on Electrical, Electronics, Computer and Telecommunications Engineering (ECTI DAMT & NCON) (pp. 510-513). IEEE. Thananchana A. Noinan K. Wicha S. ( 2022 , January ). The designing of cultural-based tourism recommendation system with community collaboration . In 2022 Joint International Conference on Digital Arts, Media and Technology with ECTI Northern Section Conference on Electrical, Electronics, Computer and Telecommunications Engineering (ECTI DAMT & NCON) (pp. 510 - 513 ). IEEE . Search in Google Scholar

Al Fararni, K., Nafis, F., Aghoutane, B., Yahyaouy, A., Riffi, J., & Sabri, A. (2021). Hybrid recommender system for tourism based on big data and AI: A conceptual framework. Big Data Mining and Analytics, 4(1), 47-55. Al Fararni K. Nafis F. Aghoutane B. Yahyaouy A. Riffi J. Sabri A. ( 2021 ). Hybrid recommender system for tourism based on big data and AI: A conceptual framework . Big Data Mining and Analytics , 4 ( 1 ), 47 - 55 . Search in Google Scholar

Sarkar, M., Roy, A., Agrebi, M., & AlQaheri, H. (2022). Exploring new vista of intelligent recommendation framework for tourism industries: an itinerary through big data paradigm. Information, 13(2), 70. Sarkar M. Roy A. Agrebi M. AlQaheri H. ( 2022 ). Exploring new vista of intelligent recommendation framework for tourism industries: an itinerary through big data paradigm . Information , 13 ( 2 ), 70 . Search in Google Scholar

Xin Wan,Xiaoling Cai & Lele Dai. (2024). Prediction of building HVAC energy consumption based on least squares support vector machines. Energy Informatics(1),113-113. Xin Wan Xiaoling Cai Lele Dai ( 2024 ). Prediction of building HVAC energy consumption based on least squares support vector machines . Energy Informatics(1) , 113 - 113 . Search in Google Scholar

Junxi Wu,Guoyan Zhao,Meng Wang,Yihang Xu & Ning Wang. (2024). Concrete carbonation depth prediction model based on a gradient-boosting decision tree and different metaheuristic algorithms. Case Studies in Construction Materialse03864-e03864. Junxi Wu Guoyan Zhao Meng Wang Yihang Xu Ning Wang ( 2024 ). Concrete carbonation depth prediction model based on a gradient-boosting decision tree and different metaheuristic algorithms . Case Studies in Construction Materials e03864 - e03864 . Search in Google Scholar

yaping Zhang. (2024). E-commerce Network Security Monitoring Based on HTM Algorithm and Random Forest. Computer Informatization and Mechanical System(6),37-39. yaping Zhang ( 2024 ). E-commerce Network Security Monitoring Based on HTM Algorithm and Random Forest . Computer Informatization and Mechanical System(6) , 37 - 39 . Search in Google Scholar

Language:
English