Computational Intelligence in Security for Information Systems

Name: Computational Intelligence in Security for Information Systems | 4th International Conference, CISIS 2011, Held at IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings
Brand: Springer
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4th International Conference, CISIS 2011, Held at IWANN 2011, Torremolinos-Málaga, Spain, June 8-10, 2011, Proceedings

Álvaro Herrero Emilio Corchado(Herausgeber*in)

Springer (Verlag)

Erschienen am 31. Mai 2011

XIV, 310 Seiten

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Inhalt

Title Page
Preface
Organization
Table of Contents
Chapter 1: Machine Learning and Intelligence
Collective Classification for Spam Filtering
Introduction
Collective Classification for Spam Filtering
CollectiveIBk
CollectiveForest
CollectiveWoods and CollectiveTree
RandomWoods
Empirical Evaluation
Discussion and Concluding Remarks
References
Detecting Bad-Mouthing Attacks on Reputation Systems Using Self-Organizing Maps
Introduction
Previous Work
Proposed Solution
Feature Extraction and Formation of Model
Detection and Isolation of Bad Mouthing Attack
Self-Organizing Maps Algorithm
Experimental Evaluation
Conclusions
References
Approach Based Ensemble Methods for Better and Faster Intrusion Detection
Introduction
Hybrid Methods for IDS Using Ensemble Methods
New Approach for Better and Faster Detection
New Method to Perform Detection Intrusion: Greedy-Boost
Explication of Greedy-Boost
Experiments and Results
Conclusion and Perspectives
References
Application of the Generic Feature Selection Measure in Detection of Web Attacks
Introduction
Generic Feature Selection for Intrusion Detection
Experiment
Data Sets
Experimental Settings
Experimental Results
Conclusions
References
Data Aggregation Based on Fuzzy Logic for VANETs
Introduction
Related Works
Fuzzy Logic Approach
Probabilistic Verification
Conclusions
References
Chapter 2: Network Security
Digging into IP Flow Records with a Visual Kernel Method
Introduction
The Monitoring Framework
Aggregated Netflow Records in Space Over Time
Digging into Netflow Records with a Kernel Function
Visualizing Processed Netflow Records
Experimental Results
Related Work
Conclusion
References
Opcode-Sequence-Based Semi-supervised Unknown Malware Detection
Introduction
Opcode-Sequence Features for Malware Detection
Overview of LLGC
Empirical Validation
Concluding Remarks
References
A New Alert Correlation Algorithm Based on Attack Graph
Introduction
Alert Correlation
Towards High-Quality Attack-Graph-Based Correlation
Definitions
Mapping
Aggregation
Alert Dependencies
Searching
Experiment and Discussion
Conclusion
References
A Qualitative Survey of Active TCP/IP Fingerprinting Tools and Techniques for Operating Systems Identification
Introduction
Scenario
Experiments
Why Zion Outperforms?
Conclusion
References
Security Alert Correlation Using Growing Neural Gas
Introduction
Related Works
Correlating IDS Alerts Using GNG
Performance Measurement
Correlation Process
Tests and Results
Conclusion
References
A Comparative Performance Evaluation of DNS Tunneling Tools
Introduction
Related Works
DNS Tunneling Tools
IP over DNS Tunnels
TCP over DNS Tunnels
Testing Environment
Performance Metrics
Testing and Analysis of Results
Conclusions and Future Works
References
Security Analysis and Complexity Comparison of Some Recent Lightweight RFID Protocols
Introduction
Henrici-Müller RFID Protocol
Lim et al. RFID Protocols
Tan et al. RFID Protocol
Sun et al. Gen2+ RFID Protocol
Comparison and Conclusion
References
A Secure and Efficient Searching Scheme for Trusted Nodes in a Peer-to-Peer Network
Introduction
Related Work
The Proposed Trust-Aware Algorithm
The Proposed Trust-Aware Algorithm
Performance Evaluation
Conclusion
References
Testing Ensembles for Intrusion Detection: On the Identification of Mutated Network Scans
Introduction
A Mutation Testing Technique for IDSs
Classifiers and Ensembles
Experimental Results
Datasets
Results
Conclusions and Future Work
References
An Intelligent Information Security Mechanism for the Network Layer of WSN: BIOSARP
Introduction
Related Research
Overview of AIS Based Security in WSN
Overview of Keying Based Security in WSN
BIOSARP Security Architecture and Methodology
Results and Comparisons
Conclusion
References
Chapter 3: Cryptography
Structural Properties of Cryptographic Sequences
Introduction
Cryptographic Generators Based on Decimations: The Generalized Self-shrinking Generator
Cryptographic Sequences as Solutions of Linear Difference Equations
Generation of Cryptographic Sequences in Terms of Primary Sequences
Conclusions
References
A Multisignature Scheme Based on the SDLP and on the IFP
Introduction
A Multisignature Scheme Based on SDLP and IFP
Key Generation
Key Verification
Signing a Message
Verifying the Multisignature
Properties and Security Analysis
Conclusions
References
A Group Signature Scheme Based on the Integer Factorization and the Subgroup Discrete Logarithm Problems
Introduction
A Group Signature Scheme Based on IFP and SDLP
Setup Phase
Group Signature Generation
Group Signature Verification
Properties of the New Scheme
Security Analysis
Conclusions
References
Keeping Group Communications Private: An Up-to-Date Review on Centralized Secure Multicast
Introduction
General-Purpose Schemes: LKH and Extensions
Multi-group Schemes
Self-healing Schemes for Ad-Hoc Networks
Conclusions
References
Java Card Implementation of the Elliptic Curve Integrated Encryption Scheme Using Prime and Binary Finite Fields
Introduction
Elliptic Curve Cryptography and ECIES
ECIES Support in Java Card
Smart Cards Used in the Tests and Applet Development
Experimental Results and Conclusions
References
Comprehensive Protection of RFID Traceability Information Systems Using Aggregate Signatures
Introduction
RFID Traceability
RFID Security Risks
Robustness of the System Against Threats
Physical Layer
Network and Transport Layer
Application Layer
Strategic Layer
Multilayer Attacks
Conclusions
References
Cryptanalysis of Multicast Protocols with Key Refreshment Based on the Extended Euclidean Algorithm
Introduction
Key Refreshment
Main Weakness of the Scheme
Key Refreshment Message Authentication
Breaking the Authentication Protocol
Zero-Knowledge Protocol
Discovering User's Key
Conclusions
References
Improving the Message Expansion of the Tangle Hash Function
Introduction
Preliminaries
Original Message Expansion
Cryptanalysis
Improved Message Expansion
Description
Pseudo-CRCs
Results
Future Work
Conclusions
References
Cryptosystem with One Dimensional Chaotic Maps
Introduction
Chaotic Block Cryptosystem
Description
Use of Logistic Map
Use of Piecewise Linear Maps
Chaotic Noise Generator on Cryptosystem
Chaos Annulling
Cryptosystem Behavior Analysis
Conclusions
References
Chapter 4: Securing Software
A Quantitative Analysis into the Economics of Correcting Software Bugs
Introduction
Related Work
Our Contribution
An Analysis of Coding Practice
Vulnerability Modeling
Modeling the Discovery of Bugs/Vulnerabilities in Software
Equations for Bug Discovery
Conclusion
References
Rationally Opting for the Insecure Alternative: Negative Externalities and the Selection of Security Controls
Introduction
Assessing Individual Security Costs
Assessing Economic Value of Security
Conclusion
References
An Approach for Adapting Moodle into a Secure Infrastructure
Introduction
Description of Moodle's Default Framework and Proposed Improvements
Registration Protocol
Chaos-Based Generation of Nonces
Preliminary Analyisis of Usability
Conclusions and Future Work
References
On Secure JAVA Application in SOA-Based PKI Mobile Government Systems
Introduction
Security in Mobile Communication
Possible m-Government Architecture
Secure JAVA Mobile Web Service Application
Conclusions
References
Chapter 5: Applications of Intelligent Methods for Security
Structural Feature Based Anomaly Detection for Packed Executable Identification
Introduction
Structural Features of the Portable Executable Files
Anomaly Detection
Empirical Validation
Discussion and Conclusions
References
Produre: A Novel Proximity Discovery Mechanism in Location Tagging System
Introduction
Produre
Location Tagging System
Steps of Produre
Algorithm for Users' Credibilities
Key Management
Evaluation
Experiment Setup
Evaluation Result
Related Work
Conclusion and Future Work
References
Scientific Gateway and Visualization Tool
Introduction
Visual Representation of Datasets
VT as a New Discovery for Presenting Academic Research Results
Directly Visual Education Form
Conclusion
References
An Innovative Framework for Securing Unstructured Documents
Introduction
A Model for Document Processing Framework
Adopting the Framework in the Security Domain
Case Study: Structuring E-Health Documents
Conclusion and Future Works
References
Use of Schema Associative Mapping for Synchronization of the Virtual Machine Audit Logs
Introduction
Related Work
Audit Log Graph Context Model
Experimental Results
Conclusion and Future Work
References
Enforcing Data Quality Rules for a Synchronized VM Log Audit Environment Using Transformation Mapping Techniques
Motivation
Related Work
Transformation Mapping Constraints
Case Study Evaluation
Conclusion and Future Work
References
Evaluating User-Centered Privacy Model (UPM) in Pervasive Computing Systems
Introduction
The User-centered Privacy Model
The Model Privacy Files
The Model Phases
Results and Discussion
Measuring the Models Unobtrusiveness of Privacy Mechanisms
Measuring the Model Expressiveness of Privacy Policies
Discussion of User Control over Private Information
Discussion of Model Scalability
Conclusion
References
An Innovative Linkage Learning Based on Differences in Local Optimums
Introduction
Background
Challenging Problems
Linkage Learning
Local Optimum Based Linkage Learner: LOLL
Empirical Results
Conclusions
References
A New Particle Swarm Optimization for Dynamic Environments
Introduction
Related Work
Proposed Combination Framework of PSO, LA and GD Algorithms
Experimental Study
Conclusions
References
A Classifier Ensemble for Face Recognition Using Gabor Wavelet Features
Introduction
Voting Classifier Ensemble
Feature Extraction
Employed Classification
Parameters of Classification
Experimental Study
Conclusions
References
Author Index

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