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

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

# IDS # network security # PCA # SFAM

1

# Active authentication # data originator # verifier # E CC # e&passport # ES # passive authentication

An Innovative Two-Stage Fuzzy kNN-DST

1

#

An Intelligent CRF Based Feature Selection for

1

#

A Cross-Layer Based Intrusion Detection Technique for Wireless Networks

Abstract: In this paper, we propose to design a cross-layer b ased intrusion detection technique for wireless networks. In this

# Intrusion detection # wireless networks # RSS # cross layer # RTS-CTS handshake # TT

Design and Development of Suginer Filter for Intrusion Detection Using Real Time Network Data

Abstract: By rapid use of the Internet and computer network all over the world makes security a major issues, so using the

#Intrusion detection # wiener filter # artificial neural network # knowledge discovery dataset # network socket layer # defense advanced research projects agency # support vector machine

A Cross-Layer Based Intrusion Detection Technique for Wireless Networks

Abstract: In this paper, we propose to design a cross-layer b ased intrusion detection technique for wireless networks. In this

# Intrusion detection # wireless networks # RSS # cross layer # RTS-CTS handshake # TT

Shaukat Ali, Azhar Rauf, and Huma Javed

# Database security # encryption # performance

FBMT: Fuzzy Based Merkle Technique for

Detecting and Mitigating Malicious Nodes in Sensor

#Wireless Sensor Networks # Intrusion Detection Systems # Fuzzy logic # Merkle tree

A Cloud-based Architecture for Mitigating Privacy

Issues in Online Social Networks

#Online social network # cloud computing # user’s privacy # access control # broadcast encryption

Intrusion Detection System using Fuzzy Rough Set Feature Selection and Modified KNN Classifier

Balakrishnan Senthilnayaki1, Krishnan Venkatalakshmi2, and Arpputharaj Kannan1 1Department of Information Science and Technology, College of Engineering, Anna University, Chennai 2Departemnt of Electronics and Communication Engineering, University College of Engineering

#Rough set # fuzzy set # feature selection # classifications and intrusion detection

Design and Implementation of Crypt Analysis of Cloud Data Intrusion Management System

Dinesh Elangovan and Ramesh Muthiya

#Cloud computing # Pattern Matching Technique # Blowfish Algorithm # Hybrid Grey Wolf Optimization # Firefly Technique

On Detection and Prevention of Zero-Day Attack

Using Cuckoo Sandbox in Software-Defined

#Zero-day attack # Malwares # Controller # Intrusion Detection System # Cuckoo Sandbox # Software-Defined Networks

DoS and DDoS Attack Detection Using Deep Learning and IDS

Mohammad Shurman1, Rami Khrais2, and Abdulrahman Yateem1 1Jordan University of Science and Technology, Network Engineering and Security Department, Jordan 2Jordan University of Science and Technology, Computer Engineering Department, Jordan

#Deep learning # DoS # DrDoS # IDS # IoT # LSTM

Privacy-Preserving Data Aggregation Framework for Mobile Service Based Multiuser Collaboration

Hai Liu1, Zhenqiang Wu1, Changgen Peng2, Feng Tian1, and Laifeng Lu3 1School of Computer Science, Shaanxi Normal University, China 2Guizhou Provincial Key Laboratory of Public Big Data, Guizhou University, China 3School of Mathematics and Information Science, Shaanxi Normal University, China

#Differential privacy # Nash equilibrium # conditional filtering noise # adaptive Gaussian mechanism # PPDAF

A Smart Card Oriented Secure Electronic Voting Machine Built on NTRU

Safdar Shaheen1, Muhammad Yousaf1, and Mudassar Jalil2 1Riphah Institute of Systems Engineering, Riphah International University, Pakistan 2Department of Mathematics, COMSAT Institute of Information Technology, Pakistan

#EVM # blind signature # homomorphic tally # smart card # NTRU

A Fog Computing-based Framework for Privacy Preserving IoT Environments

Dhiah el Diehn Abou-Tair1, Simon Büchsenstein2, and Ala’ Khalifeh1 1School of Electrical Engineering and Information Technology, German Jordanian University, Jordan 2Embedded Systems Engineering, University of Freiburg, Germany

#Internet of thing # cloud computing # fog computing # privacy # security

Intrusion Detection Model Using Naive Bayes and Deep Learning Technique

Mohammed Tabash, Mohamed Abd Allah, and Bella Tawfik

#Classification # intrusion detection # deep learning # NSL-KDD # genetic algorithm # naïve bayes