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