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. 2023 Apr 22;23(9):4178. doi: 10.3390/s23094178

Table 3.

Summary of existing unsupervised learning performance in terms of accuracy in the healthcare industry.

Common Hard Clustering Algorithms Reference Year Task Accuracy
K-means [71] 2021 Heart disease prediction 88%
K-medoids [72] 2021 Anomaly detection in smart healthcare 75.89%
Hierarchical clustering [74] 2018 Mental health prediction 90%
Some Common Soft Clustering Algorithms Reference Year Task Accuracy
Fuzzy c-means [75] 2019 Analysis of patient satisfaction perception 76%
Gaussian Mixture Model [81] 2021 Anomaly Detection 95.5%
Hidden Markov Model [82] 2020 Healthcare audio event classification 70%