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Summary of Computer dotoral thesis: Researching and proposing PSI graph as a feature for Botnet detection on IoT devices

By analyzing the emerging needs as described above, this thesis specified the research target as to propose a feature having a novel yet efficient and low complex ity graph structure in detecting multi-arch IoT botnet with high accuracy. | RESEARCHING AND PROPOSING PSI GRAPH AS A FEATURE FOR BOTNET DETECTION ON IOT DEVICES TABLE OF CONTENTS INTRODUCTION . 1 1. The urgency of this thesis . 1 2. Research aim . 1 3. Research object and area . 1 4. Research outlines and methodology . 1 5. Thesis layout. 2 CHAPTER 1 THEORETICAL BASIS . 2 1.1. Definition and characteristics of IoT devices . 2 1.2. Definition of IoT botnet. 3 1.3. The evolution of IoT botnet. 3 1.4. Comparison between traditional botnet and IoT botnet . 3 CHAPTER 2. IOT BOTNET MALWARE DETECTION METHOD . 4 2.1. Comparison of static and dynamic analysis . 4 2.2. Evaluation of IoT botnet detection methods based on static analysis . 5 2.2.1. Constructing dataset for experimental . 6 2.2.2. Experimental results and discussions . 7 CHAPTER 3. PSI GRAPH FEATURE FOR DETECTION OF IOT BOTNET . 8 3.1. Statement of the problem. 8 3.2. Explaination of the problem . 8 3.3. Proposed method . 8 3.4. Function call graph in IoT botnet malware detection . 9 3.5. PSI Graph construction . 11 3.6. Experimental evaluation . 13 3.6.1. Experimental environment . 13 3.6.2. Evaluation model . 13 3.6.3. Experimental results and discussion . 14 CHAPTER 4. PSI-ROOTED SUBGRAPH FEATURE IN DETECTING IOT BOTNET . 16 4.1. Statement of the problem. 16 4.2. Building PSI-rooted subgraph feaure . 16 4.3. Experiment and evaluate the results . 18 25 4.3.1. Experimental environment . 18 4.3.2. Evaluation model . 18 4.3.2. Experimental results and discussion . 19 CONCLUSIONS . 23 26 INTRODUCTION 1. The urgency of this thesis The revolution of Industry 4.0 which is known as either Internet of Things or Industrial Internet has a great impact on the industry of every nation. Although having several alternative name the industrial 4.0 has the most significant characteristic which is known as the replacement of traditional production machines into fully-automated machines which were built on top of IoT devices. By applying the cutting edge technology of the Industry 4.0 humans are being