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An Architecture for an Integrated Innate and Adaptive Artificial Immune System Applied to Network Intrusion Detection

Acknowledgements第6-7页
Abstract第7-26页
摘要第26-41页
Table of Contents第42-48页
List of Tables第48-49页
List of Figures第49-51页
List of Abbreviations第51-55页
Chapter 1 Introduction第55-71页
    1.1 AIS Background第58-61页
        1.1.1 A self-nonself discrimination AIS model第58-59页
        1.1.2 A lifecycle-based AIS model第59页
        1.1.3 An evolutionary AIS model第59页
        1.1.4 A multi-level AIS model第59-60页
        1.1.5 Artificial immune network AIS model第60-61页
        1.1.6 Agent-based AIS model第61页
        1.1.7 Danger theory based AIS model第61页
    1.2 Motivation of the Research第61-63页
    1.3 Statement of the Problem第63-64页
    1.4 Applicability of the Research第64-65页
    1.5 Objectives of the Research第65-67页
    1.6 Contributions第67-68页
    1.7 Guide to Remainder of Thesis第68-71页
Part 1 Preliminaries and Conceptual Framework第71-155页
    Chapter 2 Biological Immune Systems第72-95页
        2.1 Introduction第72-73页
        2.2 The Human Immune System第73-76页
        2.3 Detection And Elimination of Pathogens by the Immune System第76-82页
            2.3.1 Discussion第80-82页
        2.4 Innate Immune System第82-91页
            2.4.1 Danger and PAMP signals第82-85页
            2.4.2 Antigen presenting cells第85-88页
            2.4.3 Determination of the type of adaptive response第88-89页
            2.4.4 Discussion第89-91页
        2.5 Systemic Models of the Immune System第91-94页
            2.5.1 Self/nonself discrimination第91-92页
            2.5.2 Infection and danger第92页
            2.5.3 Maintenance and homeostasis第92-93页
            2.5.4 Discussion第93-94页
        2.6 Summary第94-95页
    Chapter 3 Artificial Immune Systems第95-125页
        3.1 Introduction第95页
        3.2 HIS Concepts and their Relevance to Information Processing第95-97页
        3.3 Framework for AIS第97-109页
            3.3.1 Representation第98页
            3.3.2 Affinity measures第98-102页
            3.3.3 Immune algorithms第102-109页
        3.4 AIS Algorithms Applied to Intrusion Detection第109-124页
            3.4.1 Methods based on conventional algorithms第110-112页
            3.4.2 Methods based on negatives selection paradigm第112-120页
            3.4.3 Methods based on danger theory第120-124页
        3.5 Summary第124-125页
    Chapter 4 Proposed Architecture第125-155页
        4.1 Introduction第125页
        4.2 Methodology第125-126页
        4.3 General Framework第126-128页
        4.4 INIAIS Innate Layer Components and Processes第128-136页
            4.4.1 Danger signals第128-130页
            4.4.2 PAMPS第130-132页
            4.4.3 Detectors第132-133页
            4.4.4 Training the detectors第133-134页
            4.4.5 DC's antigen processing and presentation第134-136页
        4.5 INIAIS Adaptive Layer Components And Processes第136-142页
            4.5.1 Detectors第137-138页
            4.5.2 Training the detectors第138-140页
            4.5.3 Detectors lifecycle and the detection process第140-142页
            4.5.4 Primary and secondary response第142页
        4.6 Assumptions and Simplifications第142-144页
        4.7 Application of INIAIS Model第144-145页
        4.8 Application of the Model to Network Intrusion Detection第145-151页
        4.9 INIAIS-NIDS Model Analysis第151-154页
        4.10 Summary第154-155页
PartⅡ Application of the Proposed Architecture第155-213页
    Chapter 5 Danger and PAMP Signals第156-174页
        5.1 Introduction第156-157页
        5.2 Data第157-158页
        5.3 IDS Performance Evaluation第158-159页
        5.4 Implementation of Danger and PAMP Signals第159-162页
        5.5 Identification of Danger Signals and PAMPs第162-170页
        5.6 Experiments and Results Analysis第170-172页
        5.7 Summary第172-174页
    Chapter 6 DC Processing and Presentation第174-192页
        6.1 Introduction第174-175页
        6.2 DC Processing第175-177页
        6.3 DC Presentation第177-179页
        6.4 Antigen Detection第179页
        6.5 Experiments and Results第179-188页
        6.6 Analysis of Results第188-190页
        6.7 Conclusions第190-192页
    Chapter 7 Primary Response Mechanism第192-197页
        7.1 Introduction第192-193页
        7.2 Implementation and Experiments on Primary Response Concept第193-196页
        7.3 Discussion第196页
        7.4 Summary第196-197页
    Chapter 8 INIAIS-NIDS第197-207页
        8.1 Introduction第197-198页
        8.2 Experiments and Results Analysis第198-205页
        8.3 Discussion第205-206页
        8.4 Summary第206-207页
    Chapter 9 Conclusions and Future Works第207-213页
        9.1 General Conclusions第207页
        9.2 Evaluation of Aims第207-209页
        9.3 Contributions to Knowledge第209-211页
        9.4 Future Works第211-213页
References第213-228页
Research Publications第228-229页
Appendix A Glossary Of Biological Terms第229-230页

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