Handbook on Intelligent Healthcare Analytics. Группа авторов

      1. De Mauro, A., Greco, M., Grimaldi, M., A formal definition of Big Data based on its essential features. Library Rev., 65, 3, 122–135, 2016.

      2. University of Illinois at Chicago. Big Data and Wearable Health Monitors: Harnessing the Benefits and Overcoming Challenges, 2019. https://healthinformatics.uic.edu/blog/big-data-and-wearable-health-monitors-harnessingthe-benefits-and-overcoming-challenges/.

      3. white paper by Intel, in: French Hospital Uses Trusted Analytics Platform to Predict Emergency Department Visits and Hospital Admissions.

      4. Kozlov, How to Improve EMR/EHR Using Predictive Analytics, 2020. https://www.romexsoft.com/blog/predictive-analytics-for-healthcare/.

      5. Manogaran, G., Thota, C., Lopez, D., Vijayakumar, V., Abbas, K.M., Sundarsekar, R., Big Data Knowledge System in Healthcare, in: Internet of Things and Big Data Technologies for Next Generation Healthcare, pp. 133–157, 2017.

      6. Cawthorne, J. Knowledge Management and Big Data: Strange Bedfellows? 2015. https://www.cmswire.com/social-business/knowledge-management-and-big-data-strange-bedfellows/.

7. Dash, S., Shakyawar, S.K., Sharma, M., Kaushik, S., Big data in healthcare: management, analysis and future prospects. J. Big Data 6, 54, 2019. https://doi.org/10.1186/s40537-019-0217-0

      8. healthsnap. Structured and Unstructured Health Data: Challenges and Opportunities, 2019. https://healthsnap.io/structured-unstructured-health-data/.

      9. Kong, H.J., Managing Unstructured Big Data in Healthcare System. Healthcare Informatics Research, vol. 25, 1, 1–2, 2019.

      10. Krumholz, H.M., Big data and new knowledge in medicine: the thinking, training, and tools needed for a learning health system. Health affairs (Project Hope). 33, 7, 1163–1170, 2014. https://doi.org/10.1377/hlthaff.2014.0053.

      11. Kiran, R., Top Big Data Technologies that you Need to know, 2021. https://www.edureka.co/blog/top-big-data-technologies/.

      12. Bhadani, A., Jothimani, D., In Singh, M.K., Kumar, D.G., Big data: Challenges, opportunities and realities, in: Effective Big Data Management and Opportunities for Implementation, pp. 1–24, Pennsylvania, USA, IGI Global, 2016.

      13. Fang, R., Pouyanfar, S., Yang, Y., Chen, S., Iyengar, S.S., Computational Health Informatics in the Big Data Age. ACM Comput. Surv. (CSUR), 49, 1 – 36, 2016.

      14. Bahri, S., Zoghlami, N., Abed, M., Tavares, J.M.R.S., Big Data for Healthcare: A Survey. IEEE Access, 7, 7397–7408, 2019.

      15. https://missinglink.ai/guides/deep-learning-healthcare/ai-medical-imaging/

      16. El Morr, C. and Subercaze, J., Knowledge Management in Healthcare, in: Handbook of Research on Developments in E-Health and Telemedicine, pp. 490–510, 2010.

      17. Begoli, E. and Horey, J., Design Principles for Effective Knowledge Discovery from Big Data. 2012 Joint Working IEEE/IFIP Conference on Software Architecture and European Conference on Software Architecture, 2012.

      18. Bresnick, J., Healthcare Big Data Analytics: From Description to Prescription. Health IT Analytics, 2015. https://healthitanalytics.com/news/healthcare-big-data-analytics-from-description-to-prescription.

      19. Usvyat, L., 4 Types of Healthcare Analytics to Use in Your Practice. Fresenius Medical Care, 2019. https://fmcna.com/insights/education/types-of-healthcare-analytics/.

      20. Kaduk, T., 4 Stages of Data Analytics Maturity: Challenging Gartner’s Model, 2016. Linkedin. https://www.linkedin.com/pulse/4-stages-data-analytics-maturity-challenging-gartners-taras-kaduk/.

      21. SD Global. Big Data in Healthcare - Challenges and Opportunities, 2018. https://www.sdglobaltech.com/blog/big-data-in-healthcare-challenges-and-opportunities.

      22. Bresnick, J., Top 10 Challenges of Big Data Analytics in Healthcare. HealthITAnalytics, 2019, https://healthitanalytics.com/news/top-10-challenges-of-big-data-analytics-in-healthcare.

23. White, S., A review of big data in healthcare: challenges and opportunities. Open Access Bioinform., 6, 13–1, 2014, doi: 10.2147/oab.s50519.

      24. Manogaran, G., Lopez, D., Thota, C., Abbas, K.M., Pyne, S., Sundarasekar, R., Big Data Analytics in Healthcare Internet of Things, in: Innovative Healthcare Systems for the 21st Century, pp. 263–284, 2017.

      25. Ambigavathi, M. and Sridharan, D., Big Data Analytics in Healthcare. Tenth International Conference on Advanced Computing (ICoAC), 2018, doi: 10.1109/icoac44903.2018.8939061.

      26. Singh, S. and Singh, N., Big Data analytics. International Conference on Communication, Information & Computing Technology (ICCICT), 2012, doi: 10.1109/iccict.2012.6398180.

      27. Islam, M.S., Hasan, M.M., Wang, X., Germack, H.D., Noor-E-Alam, M., A Systematic Review on Healthcare Analytics: Application and Theoretical Perspective of Data Mining. Healthcare (Basel, Switzerland), 6, 2, 54, 2018, doi: https://doi.org/10.3390/healthcare6020054.

      28. Fatt, Q.K. and Ramadas, A., The Usefulness and Challenges of Big Data in Healthcare. J. Healthc. Commun., 3, 2, 21, 2018. doi: 10.4172/2472-1654. 100131.

      29. Curry, E., The Big Data Value Chain: Definitions, Concepts, and Theoretical Approaches, in: New Horizons for a Data-Driven Economy, J. Cavanillas, E. Curry, W. Wahlster (Eds.), Springer, Cham, 2016, https://doi.org/10.1007/978-3-319-21569-3_3.

      30. https://healthitanalytics.com/features/top-challenges-of-applying-artificial-intelligence-to-medical-imaging.

      1 *Corresponding author: [email protected]