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Table 1 Related work comparative

From: Intrusion detection model using machine learning algorithm on Big Data environment

Related work

Big Data tool

Algorithm

Dataset

[7]

Apache Spark

K-Means

KDD 99

[8]

Anaconda

K-Means++

KDD 99

[9]

Anaconda

Decision tree

KDD 99

[10]

Apache Spark

SVM, Naïve Bayes, Decision Tree and Random Forest

UNSW-NB 15

[11]

Apache Storm

C-SVM

KDD 99

[12]

Apache Spark

Neural network, SVM, DT, Naïve Bayes and Random forest

Synchrophasor

[13]

Apache Spark

Naïve Bayes, REP TREE, Random Tree, Random Forest, Random Committee, Bagging and Randomizable Filtered

UNSW-NB 15

[14]

Apache Spark

SVM

KDD 99

[15]

Hadoop

Parallel Naïve Bayes

KDD 99