Comparative Analysis of Intrusion Detection Models using Big Data Analytics and Machine Learning Techniques

Muyideen Ayodeji Alaketu,Abiodun Oguntimilehin,Kehinde Adebola Olatunji,Oluwatoyin Bunmi Abiola,Bukola Badeji-Ajisafe,Christiana Olanike Akinduyite,Stephen Eyitayo Obamiyi,Gbemisola Olutosin Babalola,Toyin Okebule

#Cyber intrusion #intrusion detection system #machine learning #deep learning #ensemble learning #classifications #big data analytics

Comparative Analysis of Intrusion Detection Models using Big Data Analytics and Machine Learning Techniques

Muyideen Ayodeji Alaketu,Abiodun Oguntimilehin,Kehinde Adebola Olatunji,Oluwatoyin Bunmi Abiola,Bukola Badeji-Ajisafe,Christiana Olanike Akinduyite,Stephen Eyitayo Obamiyi,Gbemisola Olutosin Babalola,Toyin Okebule

#Cyber intrusion #intrusion detection system #machine learning #deep learning #ensemble learning #classifications #big data analytics

An Anomaly Detection Method for Weighted Data Based on Feature Association Analysis

Jiayao Li,Rui Wang

#Anomaly detection #feature association analysis #weighted data

253

Preecha Somwang1, 2 and Woraphon Lilakiatsakun2 1Office of Academic Resources and Information Techno logy, Rajamangala University

# IDS # network security # PCA # SFAM

Immunity inspired Cooperative Agent based

Department of Computer Science and Engineering, Technocrats Institute of Technology, India

#Anomaly # human immune system # artificial immune system # agent

FAAD: A Self-Optimizing Algorithm for Anomaly Detection

Adeel Hashmi and Tanvir Ahmad

#Anomaly detection # outliers # firefly algorithm # big data # parallel algorithms and apache spark

Ensemble Voting based Intrusion Detection Technique using Negative Selection Algorithm

Kuldeep Singh,Lakhwinder Kaur,Raman Maini

#Artificial immune system #security #negative selection algorithm #anomaly detection

A Lightweight Hybrid Intrusion Detection Framework using Machine Learning for Edge-

Based IIoT Security, Mourade Azrour, Said Benkirane, Mouaad Mohy-Eddine, Hanaa Attou, Maryam Douiba

#IoT security # edge-based IIoT # intrusion detection # ML # K-NN # PCA

A Modified DBSCAN Algorithm for Anomaly Detection in Time-series Data with Seasonality

Praphula Jain,Mani Shankar Bajpai,Rajendra Pamula

#Anomaly detection #data mining #DBSCAN #modified DBSCAN #seasonal data #time series