Deep learning for predictive analytics in healthcare

A Muniasamy, S Tabassam, MA Hussain… - … Machine Learning …, 2020 - Springer
data with a guidance of relevant clinical questions to assist clinical decision-making and in
turn provides the physicians the analysis … of deep learning for predictive analysis in the health

Healthcare predictive analytics using machine learning and deep learning techniques: a survey

M Badawy, N Ramadan, HA Hefny - Journal of Electrical Systems and …, 2023 - Springer
… Hence, reliable and efficient methods for healthcare predictive analysis are essential. … of
existing machine learning and deep learning approaches utilized in healthcare prediction and …

Deep learning for healthcare: review, opportunities and challenges

R Miotto, F Wang, S Wang, X Jiang… - Briefings in …, 2018 - academic.oup.com
deep learning approaches could be the vehicle for translating big biomedical data into improved
human health. … the capabilities of deep learning for health care data analysis as well. In …

A deep learning based predictive model for healthcare analytics

NDT Tran, CK Leung, EWR Madill… - … on Healthcare …, 2022 - ieeexplore.ieee.org
… It can learn from a few shots of historical healthcare data to make either binary or multi-label
predictions. … of our deep learning-based predictive model in supporting healthcare analytics. …

Predictive analytics in health care using machine learning tools and techniques

B Nithya, V Ilango - 2017 International Conference on …, 2017 - ieeexplore.ieee.org
predictive analytics can be classified into machine learning techniques and regression
techniques. Machine learning … popular in conducting predictive analytics due to their outstanding …

Prediction models in healthcare using deep learning

S Bhavya, AS Pillai - Proceedings of the 11th International Conference on …, 2021 - Springer
Predictive modeling is also known as predictive analytics … A predictive model in healthcare
learns the historical data of … In this review, the use of deep learning models such as LSTM/…

Data science for healthcare predictive analytics

CK Leung, DLX Fung, SB Mushtaq… - Proceedings of the 24th …, 2020 - dl.acm.org
… The results also show that our solution outperforms many existing machine learning
models, especially when data are complex. It is important to note that, although we conducted …

[HTML][HTML] Predictive analytics for care and management of patients with acute diseases: deep learning–based method to predict crucial complication phenotypes

JQ Sheng, PJH Hu, X Liu, TS Huang… - Journal of medical Internet …, 2021 - jmir.org
… while coping with the data sufficiency constraint. We propose a deep learning–based method
… This study offers several implications for health informatics and improved acute disease …

A structured analysis to study the role of machine learning and deep learning in the healthcare sector with big data analytics

J Kumari, E Kumar, D Kumar - Archives of Computational Methods in …, 2023 - Springer
analysis technique in the research area of machine learning, deep learning, and the healthcare
… And it revealed the worldwide research trends and performance analysis of the subject …

Machine learning and predictive analytics: Advancing disease prevention in healthcare

MS Ibrahim, S Saber - … Contemporary Healthcare Analytics, 2023 - publications.dlpress.org
machine learning and predictive analytics are making a significant impact.Early detection and
diagnosis benefit from machine learning … information, and imaging data. These algorithms …