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

A Hadoop Based Approach for Community Detection on Social Networks Using Leader Nodes

Mohamed Iqbal,Kesavarao Latha

#Social network #big data #map reduce #community detection #leader nodes

A Novel Resource Scheduler for Resource Allocation and Scheduling in Big Data Using Hybrid Optimization Algorithm at Cloud Environment

Aarthee Selvaraj,Prabakaran Rajendran,Kanimozhi Rajangam

#Resource management #particle swarm optimization #computer performance #data analysis #virtualization

An Experimental Based Study to Evaluate the Efficiency among Stream Processing Tools

Akshay Mudgal,Shaveta Bhatia

#Big data #data streaming #real time stream processing

A Proposed Model to Integrate Drone Technology in Accounting for Long Term Contracts: A Cash Flow Management Perspictive

Amer Qasim,Ghaleb A. El Refae,Shorouq Eletter

#Drones #Real-Estate Accounting #robotic process automation #percentage of completion #cash flow management

Implementation of Image Processing System using Handover Technique with Map Reduce Based on Big Data in the Cloud Environment

#

Analysis and Performance Evaluation of Cosine Neighbourhood Recommender System

Abstract: Growth of technology and innovation leads to large and complex data which is coined as Bigdata. As the quantity of

#Big Data # Recommender System # Cosine Neighbourhood Similarity # Recommender Evaluator

Evaluating Social Context in Arabic Opinion Mining Mohammed Al-Kabi1, Izzat Alsmadi2, Rawan Khasawneh3, and Heider Wahsheh4 1Computer Science Department, Zarqa University, Jordan 2Computer Science Department, University of New Haven, USA 3Computer Information Systems Department, Jordan University of Science and Technology, Jordan 4Computer Science Department, King Khaled University, Saudi Arabia

balanced benchmark corpus. To accomplish this study ten Arabic lexicons were constructed manually, and a new tool called

#Big data # social networks # sentiment analysis # Arabic text classification # and analysis # opinion mining

A New Approach to Improve Association Rules for Big Data in Cloud Environment

Djilali Dahmani, Sidi Ahmed Rahal, and Ghalem Belalem

#Big data # association rules # rule patterns # ontology # cloud computing # NoSQL

A Proactive Caching Scheme Based on Content Concentration in Content-Centric Networks

Xi Luo1,2 and Ying An1 1Institute of Information Security and Big Data, Central South University, China 2Department of Information Technology, Hunan Police Academy, China

#Content-centric networking # diffusion theory # proactive caching # content popularity

Predicting the Winner of Delhi Assembly Election, 2015 from Sentiment Analysis on Twitter Data-A

BigData Perspective

#Election winner prediction # big data # sentiment analysis # tweet mining # map reduce

The Impact of Natural Language Preprocessing on Big Data Sentiment Analysis

Mariam Khader, Arafat Awajan, and Ghazi Al-Naymat

#Big data # natural language processing # MapReduce framework # Naïve Bayes and sentiment analysis

Collaborative Detection of Cyber Security Threats in Big Data

Jiange Zhang, Yuanbo Guo, and Yue Chen

#Big data # cyber security # threat # collaborative detection

Advanced Analysis of the Integrity of Access Control Policies: the Specific Case of Databases

Faouzi Jaidi, Faten Ayachi, and Adel Bouhoula

#Access Control # Databases Security # Formal Validation # Integrity Analysis # Conformity Verification

Intelligent Association Classification Technique for Phishing Website Detection

Mustafa Al-Fayoumi1, Jaber Alwidian2, and Mohammad Abusaif2 1Computer Science Department, Princess Sumaya University for Technology, Jordan 2Big Data Department, Intrasoft Middle East, Jordan

#Data mining # Association Classification technique # Apriori algorithm # Phishing

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

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

A Novel Evidence Distance in Power Set Space Lei Zheng1, Jiawei Zou1, Baoyu Liu1, Yong Hu2, and Yong Deng2 1College of Information Science and Technology, Jinan University, China 2Big Data Decision Institute, Jinan University, China

Abstract: Distance measure of evidence presented has been used to measure the similarity of two bodies of evidence.

#Evidence theory # evidence distance # data function # target recognition system

A Secure Cellular Automata Integrated Deep Learning Mechanism for Health Informatics

Kiran Sree Pokkuluri1 and SSSN Usha Devi Nedunuri2 1Department of Computer Science and Engineering, Shri Vishnu Engineering College for Women (A), India 2Department of Computer Science and Engineering, University College of Engineering-JNTU, India

#Deep learning # health informatics # cellular automata # neural network