The Stream Processing

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Table of contents

1 Introduction 
1.1 Objectives
1.2 Text Organization
2 Conclusion 
2.1 Future Work
3 Related Work 
3.1 Stream Processing Platforms Comparison
3.2 Real-Time Threat Detection
3.3 Virtual Network Function
3.4 Service Chaining
4 Threat Detection using Stream Processing 
4.1 Methods of Data Processing
4.2 The Stream Processing
4.3 Stream Processing Platforms
4.3.1 Apache Storm
4.3.2 Apache Flink
4.3.3 Apache Spark Streaming
4.4 Performance Evaluation of the Platforms
4.4.1 Experiments Results
4.5 The CATRACA Tool
4.5.1 CATRACA Architecture
5 Dataset and Feature Selection 
5.1 Security Dataset Creation
5.2 Feature Selection and Dimensionality Reduction
5.2.1 Feature Selection
5.2.2 Correlation Based Feature Selection
5.2.3 Case of Use: Traffic Classification
5.2.4 Classification Results
5.2.5 Preprocessing Stream Data
6 The Virtual Network Function 
6.1 The Network Function Virtualization
6.1.1 The Open source Platform for Network Function Virtualization (OPNFV)
6.1.2 Threat-Detection Prototype Performance Evaluation
6.2 Modeling and Optimization Strategy for VNF Sensor Location
6.2.1 Optimal VNF Sensor Placement
6.3 The Virtual Network Function Chaining Problem
6.3.1 The Proposed VNF Chaining Scheme
6.4 The Evaluation of the Proposal
7 Conclusion 
7.1 Future Work
Bibliography