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. 2024 Jan 5;11(1):58–109. doi: 10.3934/publichealth.2024004

Table 5. Overviews of various techniques and Methods used in ML, DL in Healthcare.

References Techniques of ML-DL
Applications areas specification
CNNs LSTMs RNNs GANs RBFNs MLPs SOMs DBNs RBMs Autoencoders
Hamdi Altaheri et al. (2023) [165] X X classification of electroencephalogram
Rasheed et al. (2022) [166] X X X X X X Providing comprehensive arguments about stabled and trusted areas of ML in healthcare
Kanika Goel et al. (2022) [167] X X X X X X X X Diagnosing COVID-19 in an automated manner
Van der Velden et al. (2022) [168] X X X X X X Analyzing medical image using explainable artificial intelligence
Matteo Chieregato et al. (2022)[169] X X X X X X X X X Supporting clinical decision with the help of hybrid model
Messina et al. (2022) [170] X X X X X X Automatic report generation from medical image
Tharindu Fernando et al. (2021) [164] X X X X medial anomaly detection.
Castiglioni et al. (2021)[171] X X X X Contrast between ML and DL in medical imaging.
Shahab Shamshirband et al. (2021) [143] X X X X X X Provide accuracy and applicability of DL model in healthcare solution
Wei Li et al. (2021) [172] X X X X X X X X X Induced big data analysis in smart healthcare
Laith Alzubaidi et al. (2021) [163] X X Wide range of traditional application of DL
Yakub Kayode Saheed et al. (2021)[173] X X X X X X X X X Building efficient internet of medical thinks
Irene Y. Chen et al. (2021)[174] X X X X X X X X Probabilistic ML model for Advanced healthcare
Khan Muhammad et al. (2020)[175] X X X X X X X X Brain tumor stage detection for assisting radiologist accurately
Qayyum et al. (2020)[176] X X X X X X Ensuring a squired state in clinical settings.
Astha Parihar et al. (2020)[177] X X X X X X X Examining the current situation of healthcare
akeshi Nakaura et al. (2020) [178] X X X X Understanding radiology with ML and DL
Farman Ali et al. (2020) [179] X X X X X X X Heart Disease Prediction
Khansa Rasheed et al. (2020) [180] X X X X Detection and prevention of Epileptic Seizures
Esteva et al. (2019) [181] X X X X X X X Applying computer vision in medical image processing.
Retson et al. (2019) [182] X X X X X X X X Thoracic and Cardiovascular Imaging evaluation
Arwinder Dhillon et al. (2019)[183] X X X X X Analyzing different type of healthcare data
Luca Saba et al. (2019) [184] X X X X DL applications in radiology