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. 2022 Mar 29;11(2):85–110. doi: 10.1007/s13735-022-00227-8

Table 1.

Evolution of anomaly detection techniques over the recent years

Year Handcrafted methods CNN DNN LSTM GAN
2021 [18, 53, 102, 112] [10, 37, 52, 152] [4, 10, 106, 138, 139] [111, 113, 156, 165]
[98]
2020 [13, 17, 19, 128] [31, 50, 109, 129, 167] [13, 105] [25, 30, 44, 54]
[67]
2019 [82, 83, 89, 135] [75, 127, 148] [28, 57, 84, 170] [125, 147]
2018 [153] [69, 87, 88, 90] [20, 65, 81, 108, 163] [73]
[35, 48] [122]
2017 [39, 107, 117] [136]
2016 [21, 22, 40]
2015 [12, 45] [32]
2014 [158]