Smart Healthcare Solutions Using IoT and Machine Learning for Personalized Treatment

Authors

  • Bathala Neeraja
  • Parag Achaliya
  • Ramesh Pandharinath Daund
  • K. Kiruthika
  • Ranjeet Ramesh Suryawanshi
  • C M Velu

DOI:

https://doi.org/10.52783/jns.v14.3594

Keywords:

N\A

Abstract

This paper explores the integration of Internet of Things (IoT) and Machine Learning (ML) technologies in smart healthcare solutions, focusing on their role in delivering personalized treatment. It discusses how IoT devices, such as wearable sensors and smart medical devices, facilitate continuous patient monitoring and data collection, while ML algorithms analyze this data to offer predictive insights and optimize treatment plans. The paper highlights the potential of these technologies to enhance patient outcomes, improve healthcare delivery, and address challenges such as data privacy and system integration. Additionally, it presents a proposed framework that integrates IoT and ML for real-time personalized healthcare, illustrating how such systems can revolutionize healthcare practices and contribute to more efficient, patient-centered care. Through a comprehensive review of existing literature and an in-depth discussion of system design, challenges, and real-world applications, this paper demonstrates the transformative potential of IoT and ML in shaping the future of healthcare..

Downloads

Download data is not yet available.

Metrics

Metrics Loading ...

References

Parvez, I., Niyato, D., Lu, X., & Wang, P. (2020). "A Survey of Healthcare Data Security and Privacy Issues in IoT-Based Healthcare Systems." IEEE Access, 8, 90847-90864.

Patel, S., Park, H., Bonato, P., Chan, L., & Rodgers, M. (2019). "A Review of Wearable Sensors and Systems with Application in Rehabilitation." Journal of NeuroEngineering and Rehabilitation, 16(1), 1-12.

Rajkomar, A., Dean, J., & Kohane, I. (2018). "Machine Learning in Medicine." New England Journal of Medicine, 378(15), 1347-1358.

Esteva, A., Kuprel, B., Novoa, R. A., Ko, J., Swetter, S. M., Blau, H. M., & Thrun, S. (2017). "Dermatologist-Level Classification of Skin Cancer with Deep Neural Networks." Nature, 542(7639), 115-118.

Tsoi, S. L., McDonald, M., & Cummings, S. R. (2019). "Precision Medicine in Cancer Treatment: A Review of the Current and Future State of Personalized Cancer Care." Journal of Clinical Oncology, 37(14), 1206-1215.

Bhaskar, S., Sood, S. K., & Rani, S. (2020). "IoT-Based Smart Healthcare System: A Survey." Journal of King Saud University-Computer and Information Sciences, 34(8), 4433-4443.

Zhang, L., Zhang, D., & Wang, Y. (2018). "IoT-Based Healthcare System: A Review." International Journal of Computer Science and Information Security (IJCSIS), 16(7), 32-39.

Al-Fuqaha, A., Guizani, M., Mohammadi, M., Ayyash, M., & Almasri, R. (2015). "Internet of Things: A Survey on Enabling Technologies, Protocols, and Applications." IEEE Communications Surveys & Tutorials, 17(4), 2347-2376.

Luo, M., Ma, H., Li, Q., & Zhang, Y. (2019). "A Machine Learning-Based IoT Framework for Smart Healthcare." IEEE Internet of Things Journal, 6(2), 2564-2573.

Zhang, H., & Zhao, J. (2019). "Smart Healthcare System Using IoT and Machine Learning for Real-Time Monitoring." Proceedings of the IEEE International Conference on Computer Communications, 1721-1725.

Li, X., & Li, Y. (2017). "A Review of Machine Learning Algorithms in Healthcare." Proceedings of the IEEE International Conference on Systems, Man, and Cybernetics, 2561-2566.

Zhang, R., Liu, S., & Xu, Y. (2019). "IoT-Enabled Personalized Healthcare System with Real-Time Patient Monitoring." Proceedings of the IEEE International Conference on Big Data, 431-438.

Liu, X., Wang, H., & Zhang, L. (2018). "Application of IoT in Healthcare Systems: A Review." International Journal of Medical Informatics, 115, 35-41.

Kang, D., & Lee, C. (2016). "IoT-Enabled Smart Healthcare Systems." Proceedings of the IEEE International Conference on Healthcare Informatics, 195-204.

Wang, T., Xu, Z., & Liu, L. (2017). "Machine Learning-Based Healthcare Solutions: A Survey." International Journal of Computer Applications, 162(4), 28-34.

Sun, Y., & Zhang, X. (2020). "Health Monitoring Systems Using IoT and Machine Learning Algorithms." Journal of Medical Systems, 44(1), 1-9.

Yu, Z., & Wu, Y. (2018). "Personalized Healthcare Systems with IoT and Big Data Technologies." International Conference on Information Technology and Management Engineering, 182-187.

Gupta, H., & Kaur, P. (2020). "Recent Advances in IoT-Driven Healthcare Systems Using Machine Learning." IEEE Access, 8, 96859-96869

Downloads

Published

2025-04-14

How to Cite

1.
Neeraja B, Achaliya P, Daund RP, K. Kiruthika KK, Suryawanshi RR, C M Velu CMV. Smart Healthcare Solutions Using IoT and Machine Learning for Personalized Treatment. J Neonatal Surg [Internet]. 2025Apr.14 [cited 2025Oct.15];14(14S):224-35. Available from: https://jneonatalsurg.com/index.php/jns/article/view/3594