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Transactions on Computational Collective Intelligence XXXII

Ngoc Thanh Nguyen Ryszard Kowalczyk Marcin Hernes(Editor)

Springer (Publisher)

Published on 18. December 2018

IX, 209 pages

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978-3-662-58611-2 (ISBN)

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Content

Intro
Transactions on Computational Collective Intelligence Vol. XXXII
Preface
Transactions on Computational Collective Intelligence
Contents
Consensus Theory for Cognitive Agents' Unstructured Knowledge Conflicts Resolving in Management Information Systems
Abstract
1 Introduction
2 Unstructured Knowledge Processing in Management Information Systems
2.1 The Nature and the Significance of Management Information Systems in Organizations
2.2 Cognitive Agents and Their Utilization in Functional Architecture of Management Information Systems
2.3 Characteristics of Unstructured Knowledge in MIS
2.4 Coherence Between Structured and Unstructured Knowledge in the Functioning of Management Information Systems
2.5 Modeling and Representation of Unstructured Knowledge in Management Information Systems
2.6 Acquisition, Processing and Validation of Unstructured Knowledge in Management Information Systems
2.7 Reasons for the Emergence of Knowledge Conflicts in MIS and Their Potential Effects
3 Cognitive Agents in Knowledge Processing
3.1 Architectures and Functional Solutions of Cognitive Agents
3.2 Semantic Method for Representing Knowledge of Cognitive Agents
3.3 The Processing of Unstructured Knowledge by Cognitive Agents
3.4 Conflicts of Cognitive Agents' Knowledge
3.5 Current Methods of Resolving the Analyzed Conflicts
3.6 Premises for the Development of a New Method for Resolving Conflicts of Unstructured Knowledge of Cognitive Agents in the Investigated Systems
4 Consensus Theory in Resolving Conflicts of Unstructured Knowledge
4.1 The Essence of Consensus Theory
4.2 The Process of Determining Consensus
4.3 Analysis of the Existing Applications of the Consensus Theory in Resolving Conflicts of Unstructured Knowledge
4.4 Determinants of Using the Consensus Theory in Resolving the Analyzed Conflicts in Management Information Systems
5 The Use of Consensus Theory for Knowledge Conflicts' Resolving in the Considered Systems
5.1 Construction of a Method for Cognitive Agents' Unstructured Knowledge Conflicts Resolving
5.2 Empirical Verification of the Developed Method
5.3 Conditions of Implementation of Developed Method
6 Conclusions
References
The Ins and Outs of Network-Oriented Modeling: From Biological Networks and Mental Networks to Social Networks and Beyond
Abstract
1 Introduction
2 Network-Oriented Modeling: Conceptual Background
2.1 The Unifying Potential of Networks
2.2 On the Meaning of the Basic Elements in a Network
2.3 Meaning as Defined by the Notion of Temporal-Causal Network
2.4 Biological, Mental and Social Domains Ask for Networks
3 Numerical Representation of a Temporal-Causal Network
3.1 Mathematical Formalisation of a Temporal-Causal Network
3.2 Options for Combination Functions
4 Relating Emerging Network Behavior to Network Structure
4.1 Examples of Emerging Network Behaviour
4.2 Network Structure Properties Relevant for Emerging Network Behaviour
4.3 Relating Network Structure Properies to Emerging Network Behaviour
5 The Wide Applicability of Network-Oriented Modeling
5.1 Network-Oriented Modeling Applies Beyond Perceived Networks
5.2 Network-Oriented Modeling Applies to Adaptive Networks
6 Discussion
References
Local Termination Criteria for Swarm Intelligence: A Comparison Between Local Stochastic Diffusion Search and Ant Nest-Site Selection
1 Introduction
2 Swarm Intelligence
2.1 Communication in Social Insects
2.2 Methods of Communication
3 Collective Decision-Making in House Hunting Ants
4 Quorum Sensing in House Hunting Ants
5 Stochastic Diffusion Search
5.1 The Restaurant Game Analogy
6 An Approximate Characterisation of the Stochastic Diffusion Search
6.1 Homogeneous Background Noise
6.2 Expected Cluster Size Formulation of SDS
6.3 Convergence Level of SDS
6.4 Multiple Testing
7 Halting Criteria
7.1 Global Halting Criteria
7.2 Local Halting Criterion
7.3 `Independent' Termination Behaviour
7.4 `Confirmation' Termination Behaviour
8 Experiments
8.1 Experiment 1
8.2 Experiment 2
9 Comparison of Ant Quorum-Sensing and SDS Local Halting Criteria
10 Conclusion
References
Towards Large-Scale Optimization of Iterated Prisoner Dilemma Strategies
1 Introduction
2 IPD Simulation: Reasons and Means
3 An Asynchronous Actor Model for IPD Simulations
4 Scalability and Performance
5 Optimization Results
6 Conclusions
References
GuruWS: A Hybrid Platform for Detecting Malicious Web Shells and Web Application Vulnerabilities
1 Introduction
2 Background and Related Work
2.1 Detection of Web Application Security Risks
2.2 Symbolic Execution and Taint Analysis
2.3 Related Work
3 Hybrid Platform of GuruWS
3.1 Motivation
3.2 Platform Design
3.3 grMalwrScanner: Malicious Web Application File Detection
3.4 grVulnScanner: Web Application Vulnerabilities Detection
4 Experiment and Evaluation
4.1 Environment Setup and Results
4.2 Evaluation of grMalwrScanner
4.3 Evaluation of grVulnScanner
5 Conclusion and Future Work
References
Author Index

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