Reference | Algorithm | Accuracy (%) | Best one | Year |
Venkatalakshmi and Shivsankar [7] | NB, DT | NB = 85.03, DT = 84.01 | NB | 2014 |
Patel et al. [8] | NB, DT | NB = 96.5, DT = 99.2 | DT | 2013 |
Khateeb and Usman [9] | NB, DT, KNN | NB = 66.66, DT = 76.89, KNN = 79.2 | KNN | 2017 |
Lu et al. [10] | NB, DT, SVM, ANN | NB = 82.32, DT = 84.35, SVM = 86.62, ANN = 86.06 | SVM | 2018 |
Marikani and Shyamala [11] | NB, DT, KNN, SVM, RF | NB = 81.7, DT = 95.4, KNN = 75.7, SVM = 100, RF = 96.3 | SVM | 2017 |
Dangare and Apte [12] | NB, DT, ANN | NB = 94.44, DT = 96.6, ANN = 99.25 | ANN | 2012 |
Bhatla and Jyoti [13] | NB, DT, ANN | NB = 90.74, DT = 99.62, ANN = 100 | ANN | 2012 |
Anbarasi et al. [14] | NB, DT | NB = 96.5, DT = 99.2 | DT | 2010 |
Kim et al. [15] | SVM, ANN, LR | SVM = 67.71, ANN = 62.78, LR = 62.23 | SVM | 2015 |
Mansoor et al. [16] | RF, LR | RF = 89, LF = 89 | RF, LR | 2017 |
Mustaqeem et al. [17] | NB, KNN, SVM, RF | NB = 74.43, KNN = 76.7, SVM = 74.47, RF = 76.5 | RF | 2017 |
Toshniwal et al. [18] | NB, SVM, RF | NB = 88.44, SVM = 98.41, RF = 98.49 | RF | 2015 |
Forsen et al. [19] | RF, LR | RF = 73.2, LR = 76.7 | LR | 2017 |
Palaniappan et al. [20] | NB, DT, ANN | NB = 86.12, DT = 80.4, ANN = 85.68 | NB | 2008 |
Long et al. [21] | NB, SVM, ANN | NB = 83.3, SVM = 75.9, ANN = 77.8 | NB | 2015 |
Guvenir et al. [22] | NB, KNN | NB = 50, KNN = 53 | KNN | 1997 |
Samad et al. [23] | NB, DT, KNN | NB = 45.9, DT = 59.8, KNN = 67 | KNN | 2014 |
Khan et al. [24] | KNN, SVM | KNN = 73.8, SVM = 68.8 | KNN | 2015 |
Aravinthan and Vanitha [25] | NB, ANN | NB = 81.3, ANN = 82.6 | ANN | 2016 |
Dwivedi [26] | NB, DT, KNN, SVM, ANN, LR | NB = 83, DT = 77, KNN = 80, SVM = 82, ANN = 84, LR = 85 | LR | 2018 |
Shah et al. [2] | NB, DT, KNN, RF | NB = 88.2, DT = 73.6, KNN = 73.7, RF = 84.2 | NB | 2020 |
Otoom et al. [27] | NB, SVM | NB = 84.5, SVM = 85.1 | SVM | 2015 |
Mohan et al. [6] | NB, DT, SVM, RF, LR, HM | NB = 75.8, KNN = 85, SVM = 86.1, RF = 86.1, LR = 82.9, HM = 88.4 | HM | 2019 |
Ali et al. [28] | DT, KNN, RF, LR | DT = 100, KNN-100, RF = 100, LR = 89.6 | DT, KNN, RF | 2021 |
Kavitha et al. [5] | DT, RF, HM | DT = 79, RF = 81, HM = 88 | HM | 2021 |
Singh and Kumar [29] | DT, KNN, SVM, LR | DT = 79, KNN = 87, SVM = 83, LR = 78 | KNN | 2020 |
Pouriyeh et al. [30] | NB, DT, SVM | NB = 83.5, DT = 77.6 SVM = 84.15 | SVM | 2017 |
Fitriyani et al. [31] | NB, DT, SVM, RF, LR, HM | NB = 83.17, DT = 76.09, SVM = 71.06, RF = 82.14, LR = 84.85, HM = 98.40 | HM | 2019 |
Shrivastava et al. [32] | DT, SVM, RF, LR, HM | DT = 80, SVM = 88.33, RF = 85, LR = 90, HM = 96.7 | HM | 2023 |
Doppala et al. [33] | NB, DT, KNN, SVM, RF, LR, HM | NB = 89, DT = 90, KNN = 87, SVM = 91, RF = 89, LR = 89, HM = 96 | HM | 2023 |