Intelligent healthcare recommender system for advanced healthcare services
*SunilCorresponding authorsunil@jmi.ac.inFaculty of Engineering & TechnologyJamia Millia IslamiaDepartment of University PolytechnicNew Delhi, 110025, India0000-0001-5177-4004View full profile → , Hena Fatmahenafatma555@gmail.comDepartment of MathematicMagadh UniversityBodhgaya, Bihar, 824234, IndiaView full profile → , Md. Masroor Ahmadmasroormachar@gmail.comDepartment of Physics & Computer ScienceMirza Ghalib CollegeGaya, Bihar, 823001, IndiaView full profile →
* Corresponding author · click or hover a name for details
- Received:
- 08 Oct 2024
- Published Online:
- 15 Mar 2025
- Article type:
- Research Article
- Language:
- EN
- Article no.:
- JIOS-1675
- Pages:
- 643–655
Abstract
Keywords
Subject Classifications
References
[1] K. Ooi, S.-C. Haw, and K.-W. Ng, “A healthcare recommender system framework,” Int. J. Adv. Sci. Eng. Inf. Technol., vol. 13, pp. 2282–2293 (2023). doi: 10.18517/ijaseit.13.6.19049.
[2] G. S. Karthick and M. Sridhar, “Intelligent healthcare recommender systems for advanced healthcare informatics: A data fusion perspective,” in Intelligent Healthcare Recommender Systems for Advanced Healthcare Informatics, pp. 1–18 (2023). doi: 10.4018/978-1-6684-8913-0.ch001.
[3] H. Kumar, R. Parveen, A. Adnan, and S. Sunil, “Trends and future research directions in intelligent healthcare recommendation system: A review,” National Conference on Research Advancement and Innovations in Computing, Communications and Information Technologies (RAICCIT), JIS University, Agarpara, Kolkata, India (2023).
[4] T. N. T. Tran, A. Felfernig, C. Trattner, and A. Holzinger, “Recommender systems in the healthcare domain: state-of-the-art and research issues,” J. Intell. Inf. Syst., vol. 57, pp. 1–31 (2021). doi: 10.1007/s10844-020-00633-6.
[5] G. S. Karthick and M. Sridhar, “Intelligent healthcare recommender systems for advanced healthcare informatics: A data fusion perspective,” in Intelligent Healthcare Recommender Systems for Advanced Healthcare Informatics, pp. 1–18 (2023). doi: 10.4018/978-1-6684-8913-0.ch001.
[6] L. Ismail, R. Kaafarani, and O. Zahwe, “Automatic recommender system for smart-contracts-based healthcare insurance fraud detection development platform: Design, implementation, and performance evaluation,” Preprints (2023). doi: 10.2196/preprints.50730.
[7] M. Wasid and K. Anwar, “Incorporating contextual information and feature fuzzification for effective personalized healthcare recommender system,” in Proc. 3rd Int. Conf. Adv. Comput. Eng. Appl., pp. 55–68 (2023). doi: 10.1007/978-3-031-33183-1_11.
[8] S. Shakil, S. Ubaid, S. Sohail, M. T. Alam, S. Khan, S. Hamid, and T. Mufti, “A novel framework for privacy enabled healthcare recommender systems,” in Proc. 3rd Int. Conf. Adv. Comput. Eng. Appl., pp. 155–168 (2023). doi: 10.1007/978-3-031-23602-0_27.
[9] D. D’Auria, M. Ge, and F. Persia, “Exploiting recommender systems in collaborative healthcare,” in Collaborative Healthcare, vol. 6, pp. 45–67 (2019). doi: 10.1007/978-3-030-30143-9_6.
[10] V. Sharma and S. Samant, “Healthcare recommender systems enhanced by learnable discrete wavelet (LDW) pooling in deep learning,” ArXiv Preprints (2023). doi: 10.22541/au.169424103.35835230/v1.
[11] M. Torres-Ruiz, R. Quintero, G. Guzmán, and K. Chui, “Healthcare recommender system based on medical specialties, patient profiles, and geospatial information,” Sustainability, vol. 15, no. 1, p. 499 (2022). doi: 10.3390/su15010499.
[12] D. Sarkar, M. Gupta, P. Jana, and D. Kole, “Recommender system in healthcare: An overview,” in Emerging Topics in Intelligent Data Analysis, pp. 102–119 (2020). doi: 10.1515/9783110648195-010.
[13] M. Etemadi, S. Abkenar, A. Ahmadzadeh, M. H. Kashani, P. Asghari, M. Akbari, and E. Mahdipour, “A systematic review of healthcare recommender systems: Open issues, challenges, and techniques,” Expert Syst. Appl., vol. 213, p. 118823 (2022). doi: 10.1016/j.eswa.2022.118823.
[14] D. Sharma, G. Aujla, and R. Bajaj, “Evolution from ancient medication to human-centered healthcare 4.0: A review on healthcare recommender systems,” Int. J. Commun. Syst., vol. 36 (2019). doi: 10.1002/dac.4058.
[15] M. Kwiatkowska, “Recommender systems in healthcare: A socio-technical systems approach,” in Health Informatics Studies, pp. 12–25 (2021). doi: 10.1007/978-3-030-66450-3_2.
[16] M. Kuanr, P. Mohapatra, and S. Choudhury, “TSARS: A tree-similarity algorithm-based agricultural recommender system,” in Handbook of Research on AI in Business and Industry, pp. 300–314 (2020). doi: 10.1002/9781119711582.ch20.
[17] H. Fatma, M. M. Ahmad, and S. Sunil, “Analyzing the role of artificial intelligence in modern healthcare system,” National Conference on Research Advancement and Innovations in Computing, Communications and Information Technologies (RAICCIT), JIS University, Agarpara, Kolkata, India (2023).
[18] R. S. Rajput, S. Neema, and U. Sinha, “Configurability challenges of healthcare recommender systems,” Int. J. Inf. Technol. Manage. Inf. Syst., vol. 14, no. 2, pp. 20–30 (2023).
[19] M. S. Ahmad and H. Fatma, “Artificial intelligence in healthcare—issues and challenges,” Int. Conf. Adv. Comput. (2024).
