Computational collective intelligence (CCI) is most often understood as a subfield of artificial intelligence (AI) dealing with soft computing methods that enable group decisions to be made or knowledge to be processed among autonomous units acting in distributed environments. The needs for CCI techniques and tools have grown signi- cantly recently as many information systems work in distributed environments and use distributed resources. Web-based systems, social networks and multi-agent systems very often need these tools for working out consistent knowledge states, resolving conflicts and making decisions. Therefore, CCI is of great importance for today’s and future distributed systems. Methodological, theoretical and practical aspects of computational collective int- ligence, such as group decision making, collective action coordination, and knowledge integration, are considered as the form of intelligence that emerges from the collabo- tion and competition of many individuals (artificial and/or natural). The application of multiple computational intelligence technologies such as fuzzy systems, evolutionary computation, neural systems, consensus theory, etc. , can support human and other collective intelligence and create new forms of CCI in natural and/or artificial s- tems.
Author(s): Roman Słowiński (auth.), Ngoc Thanh Nguyen, Ryszard Kowalczyk, Shyi-Ming Chen (eds.)
Series: Lecture Notes in Computer Science 5796 : Lecture Notes in Artificial Intelligence
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2009
Language: English
Pages: 860
Tags: Artificial Intelligence (incl. Robotics); Software Engineering; Computing Methodologies; Computation by Abstract Devices; Data Mining and Knowledge Discovery; Models and Principles
Front Matter....Pages -
Rough Set Approach to Knowledge Discovery about Preferences....Pages 1-21
Toward a Self-referential Collective Intelligence Some Philosophical Background of the IEML Research Program....Pages 22-35
A-Teams and Their Applications....Pages 36-50
Local Search Algorithms for Core Checking in Hedonic Coalition Games....Pages 51-62
Information Foraging Theory as a Form of Collective Intelligence for Social Search....Pages 63-74
SAM: Semantic Argumentation Based Model for Collaborative Knowledge Creation and Sharing System....Pages 75-86
A Conception for Modification of Learning Scenario in an Intelligent E-learning System....Pages 87-96
Firefly Algorithm for Continuous Constrained Optimization Tasks....Pages 97-106
Distributed Data Mining Methodology with Classification Model Example....Pages 107-117
A Token-Based Mutual Exclusion Approach to Improve Collaboration in Distributed Environments....Pages 118-127
Discovering Medical Knowledge from Data in Patients’ Files....Pages 128-139
Towards an Increase of Collective Intelligence within Organizations Using Trust and Reputation Models....Pages 140-151
A New Ant Colony Optimization Algorithm with an Escape Mechanism for Scheduling Problems....Pages 152-162
Recognizing Team Formations in Multiagent Systems: Applications in Robotic Soccer....Pages 163-173
Semi-traces and Their Application in Concurrency Control Problem....Pages 174-182
Design of the Directory Facilitator Supporting Fault-Tolerance in Multi-OSGi Agent System....Pages 183-192
Agent-Based Provisioning of Group-Oriented Non-linear Telecommunication Services....Pages 193-204
A Multi-agent Model of Deceit and Trust in Intercultural Trade....Pages 205-216
Implementation of Epistemic Operators for Model Checking Multi-agent Systems....Pages 217-228
Meta-game HOLOS as a Multi-agent Decision-Making Laboratory....Pages 229-239
Agent-Based Computational Modeling of Emergent Collective Intelligence....Pages 240-251
Fuzzy Cognitive and Social Negotiation Agent Strategy for Computational Collective Intelligence....Pages 252-265
A Multi-agent Architecture for Multi-robot Surveillance....Pages 266-278
Designing Social Agents with Empathic Understanding....Pages 279-293
Multi-agent Systems in Pedestrian Dynamics Modeling....Pages 294-300
Towards a Model for Extraction of Possible Worlds and Accessibility Relation from Cognitive Agent’s Experience....Pages 301-308
On Deriving Tagsonomies: Keyword Relations Coming from Crowd....Pages 309-320
d 2 isco : Distributed Deliberative CBR Systems with jCOLIBRI....Pages 321-332
Model of a Collaboration Environment for Knowledge Management in Competence-Based Learning....Pages 333-344
PlWiki – A Generic Semantic Wiki Architecture....Pages 345-356
Properties of Bridge Nodes in Social Networks....Pages 357-364
Use of Semantic Principles in a Collaborative System in Order to Support Effective Information Retrieval....Pages 365-376
Assessing Semantic Quality of Web Directory Structure....Pages 377-388
Computer Aided Requirements Management....Pages 389-400
BizKB: A Conceptual Framework for Dynamic Cross-Enterprise Collaboration....Pages 401-412
A Simple Parallel Reasoning System for the $\mathcal{ALC}$ Description Logic....Pages 413-424
SemCards: A New Representation for Realizing the Semantic Web....Pages 425-436
ExpTime Tableaux for Checking Satisfiability of a Knowledge Base in the Description Logic $\mathcal{ALC}$ ....Pages 437-448
Semantically Enhanced Intellectual Property Protection System - SEIPro2S....Pages 449-459
Semantic Knowledge Representation in Terrorist Threat Analysis for Crisis Management Systems....Pages 460-471
Consensus Choice for Reconciling Social Collaborations on Semantic Wikis....Pages 472-480
Ontology Mapping Composition for Query Transformation in Distributed Environment....Pages 481-491
Algebra of Ontology Modules for Semantic Agents....Pages 492-503
Grouping Results of Queries to Ontological Knowledge Bases by Conceptual Clustering....Pages 504-515
Applying the c.DnS Design Pattern to Obtain an Ontology for Investigation Management System....Pages 516-527
Ontology Applications for Achieving Situation Awareness in Military Decision Support Systems....Pages 528-539
A Collaborative Ontology-Based User Profiles System....Pages 540-552
Ontology-Based Intelligent Agent for Grid Resource Management....Pages 553-564
The Norm Game on a Model Network: A Critical Line....Pages 565-572
Model for Trust Dynamics in Service Oriented Information Systems....Pages 573-583
Collective Prisoner’s Dilemma Model of Artificial Society....Pages 584-595
DES Control Synthesis and Cooperation of Agents....Pages 596-607
Parameter Tuning for the Artificial Bee Colony Algorithm....Pages 608-619
A Modified Ant-Based Approach to Edge Detection....Pages 620-628
A Hybrid Evolutionary Approach for the Protein Classification Problem....Pages 629-640
A Family of GEP-Induced Ensemble Classifiers....Pages 641-652
Handling Dynamic Networks Using Ant Colony Optimization on a Distributed Architecture....Pages 653-664
Modelling Shortest Path Search Techniques by Colonies of Cooperating Agents....Pages 665-675
Natural Scene Retrieval Based on Graph Semantic Similarity for Adaptive Scene Classification....Pages 676-684
A Hybrid Architecture for E-Procurement....Pages 685-696
Localization by Wireless Technologies for Managing of Large Scale Data Artifacts on Mobile Devices....Pages 697-708
Avoiding Threats Using Multi Agent System Planning for Web Based Systems....Pages 709-719
Using WordNet to Measure the Similarity of Link Texts....Pages 720-731
Mining Frequent Purchase Behavior Patterns for Commercial Websites....Pages 732-742
Block Map Technique for the Usability Evaluation of a Website....Pages 743-751
Global Distribution of HTTP Requests Using the Fuzzy-Neural Decision-Making Mechanism....Pages 752-763
Deterministic Processing of WWW Pages by the Web Service....Pages 764-775
Comparative Analysis of Regression Tree Models for Premises Valuation Using Statistica Data Miner....Pages 776-787
Electronic Trading on Electricity Markets within a Multi-agent Framework....Pages 788-799
Comparative Analysis of Premises Valuation Models Using KEEL, RapidMiner, and WEKA....Pages 800-812
A Multi-agent System to Assist with Real Estate Appraisals Using Bagging Ensembles....Pages 813-824
Reputation Tracking Procurement Auctions....Pages 825-837
Comparative Analysis of Evolutionary Fuzzy Models for Premises Valuation Using KEEL....Pages 838-849
Hybrid Repayment Prediction for Debt Portfolio....Pages 850-857
Back Matter....Pages -
