The International Journal of Fuzzy Logic and Intelligent Systems

eISSN 2093-744X
pISSN 1598-2645

Comparison with previous research

Study Method Data reduction approach Dataset Sensitivity Specificity Accuracy
Bhattacharya et al. [46] SVM PCA Kaggle 79.3 98.1 95.2
SVM PCA+Firefly Kaggle 84.4 99.8 97.5
NB PCA Kaggle 68.5 94.1 75.3
NB PCA+Firefly Kaggle 76.8 97.2 84.2

Sarker et al. [48] NB - Kaggle 90.0 - 90.0
IntruDTree Embed Kaggle 98.0 - 98.0

Wang et al. [4] BPNN+Fuzzy aggregation Fuzzy clustering KDDCupp99 - - 96.6

Khare et al. [47] DNN SMO KDDCupp99 92.8 93.0 92.8
DNN PCA KDDCupp99 89.8 88.5 89.8
DNN - KDDCupp99 90.9 88.2 90.9

Proposed CART m-DBSCAN Kaggle 89.1 94.4 92.3
CART m-DBSCAN KDDCupp99 93.2 94.3 93.7
International Journal of Fuzzy Logic and Intelligent Systems 2021;21:189~203 https://doi.org/10.5391/IJFIS.2021.21.2.189
© IJFIS
Copyright © The Korean Institute of Intelligent Systems. / Powered by INFOrang Co., Ltd