Computational Collective IntelligenceTechnologies and Applications

Name: Computational Collective IntelligenceTechnologies and Applications | Third International Conference, ICCCI 2011, Gdynia, Poland, September 21-23, 2011, Proceedings, Part I
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Third International Conference, ICCCI 2011, Gdynia, Poland, September 21-23, 2011, Proceedings, Part I

Piotr Jedrzejowicz Ngoc-Thanh Nguyen Kiem Hoang(Editor)

Springer (Publisher)

Published on 15. September 2011

XXVI, 635 pages

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978-3-642-23935-9 (ISBN)

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Content

Title
Preface
Organization
Table of Contents
Keynote Speeches
From Mirroring to the Emergence of Shared Understanding and Collective Power
Introduction
Mirror Neurons, Internal Simulation and Social Neuroscience
The Discovery of Mirror Neurons
Super Mirror Neurons for Control and Self-other Distinction
Mirroring: Mirror Neuron Activation and Internal Simulation
Development of the Discipline Social Neuroscience
The Emergence of Shared Understanding
The Emergence of Shared Understanding for Agent-External States
The Emergence of Shared Understanding for Agent-Internal States
The Emergence of Collective Power
The Emergence of Collective Action Based on Mirroring
The Role of Feelings and Valuing in the Emergence of Collective Action
Computational Models for Social Agents
A Generic Contagion Model
Integration of Mirroring in other Internal Processes
The Interplay of Intentions, Beliefs and Emotions
Discussion
References
Experiential Knowledge in the Development of Decisional DNA (DDNA) and Decisional Trust for Global e-Decisional Community
Introduction and Our Vision
Current Research by Others in the Related Area: Review of Relevant Literature
State of the Art
Semantic Technologies and Trustable Knowledge
Set of Experience Knowledge Structure (SOEKS) and Decisional DNA
Ontologies, Reflexive Ontologies (RO), and the Semantic Web
Security and Trust
Decisional Trust
Implementing Decisional Trust
Conclusion
References
Overview of Algorithms for Swarm Intelligence
Introduction
Swarm Intelligence Algorithms
Particle Swarm Optimization (PSO)
Any Colony Systems
Artificial Bee Colony (ABC) Optimization
Relating Algorithms with SI
The Enhanced Swarm Intelligence Algorithms
Parallel PSO
Parallel ACS
ABC with Communication Strategy
Some Comparisons
Conclusions
References
Machine Learning and Applications
Neural Network Committees Optimized with Evolutionary Methods for Steel Temperature Control
Introduction
EAF Process
Committees of Predictive Models
Methodology
Data Acquisition and Preprocessing
Data Split and Neural Network Training
Determining the final Decision of Neural Network Committee
Experimental Results
Conclusions
References
Growing Hierarchical Self-Organizing Map for Images Hierarchical Clustering
Introduction
Clustering
Organizing Data as a Map
Self-Organizing Map
Hierarchical Self-Organizing Map
Growing Self-Organizing Map
Growing Hierarchical Self-Organizing Map
Images Clustering with GHSOM
Experiments
Used Data Sets - ICPR and MIRFlickr
Experiment 1 - External Quality of Clusters
Experiment 2 - Internal Quality of Clusters
Conclusions and the Further Research
References
AdaBoost Ensemble of DCOG Rough-Neuro-Fuzzy Systems
Introduction
Fuzzy Classifiers
Rough Fuzzy Classifiers
Ensembles of DCOG Rough-Neuro-Fuzzy Systems
Experimental Results
Conclusions
References
A Two-Armed Bandit Collective for Examplar Based Mining of Frequent Itemsets with Applications to Intrusion Detection
Introduction
Our Approach
Example Application - Network Anomaly Detection
Paper Organization
A Collective of Two-Armed Bandit Players for Examplar Based Frequent Itemset Mining
The Item Selector Automaton (ISA)
Reinforcement Scheme
Empirical Results
Artificial Data
DARPA Intrusion Detection Evaluation Data Set
Conclusion
References
Applications of Paraconsistent Artificial Neural Networks in EEG
Introduction
Background
The Main Artificial Neural Cells
PANN for Morphological Analysis
Data Preparation
The PANN Architecture
Expert System 1 - Checking the Number of Wave Peaks
Expert System 2 - Checking Similar Points
Expert System 3 - Checking Different Points
Experimental Procedures - Differentiating Frequency Bands
Experimental Procedures - Applying in Alzheimer disease
Expert System 1 - Detecting the Diminishing Average Frequency Level
Expert System 2 - High Frequency Band Concentration
Expert System 3 - Low Frequency Band Concentration
Results
Conclusions
References
Features Selection in Character Recognition with Random Forest Classifier
Introduction
Preliminaries
Decision Trees
ID3 Algorithm
Random Forest
Features
Experiment
Learning and Testing Sets
Preprocessing
Features Independence
Other Classifiers
Results
Character Recognition
Correlation Matrix
Conclusions
References
Generating and Postprocessing of Biclusters from Discrete Value Matrices
Introduction
Biclustering Problem
Order Preserving Submatrix Algorithm
Xmotif
Biclustering Notions
Biclustering Matrices
Biclustering Half-Biclusters
Bicluster Quality Measures
Biclustering Algorithm
Biclustering for Binary Matrices
Biclustering for Non-binary Matrices
Postprocessing of Biclusters
Biclusters Generalization
Biclusters Filtering
Experiments and Results
CCI Perspectives of Biclustering
Conclusions and Further Works
References
A Validity Criterion for Fuzzy Clustering
Introduction
Definitions and Calculations
PDR as Cluster Number Selection Criterion
Experiments
Datasets
Results
Conclusion
References
Estimations of the Error in Bayes Classifier with Fuzzy Observations
Introduction
Bayes Classifier
Basic Notions of Fuzzy Theory
Estimations of the Bayes Classifier Error
Estimation of the Bayes Classifier Error with Crisp Observations
Estimation of the Bayes Classifier Error with Fuzzy Observations
Error Bounds in Terms of Information Energy for Fuzzy Observations
Numerical Example
Conclusion
References
Building Context-Aware Group Recommendations in E-Learning Systems
Introduction
Related Work
Building Group Recommendations
Context Identification
Classification
Learning Styles Case Study
Experiments
Concluding Remarks
References
Investigation of Random Subspace and Random Forest Methods Applied to Property Valuation Data
Introduction
Methods Used and Experimental Setup
Results of Experiments
Conclusions and Future Work
References
Application of Data Mining Techniques to Identify Critical Voltage Control Areas in Power System
Introduction
Proposed Approach
VCA Identification
Use of Decision Trees for On-Line VSA Assessment
Building the Decision Trees for VCA Determination
Conclusion
References
Collective Computations and Optimization
Linkage Learning Based on Local Optima
Introduction
Background
Challenging Problems
Linkage Learning
Local Optimum Based Linkage Learner: LOLL
Finding Local Optimums
Extracting Real Building Blocks Out of Local Optimums
Empirical Results
Conclusions
References
Data Extrapolation and Decision Making via Method of Hurwitz-Radon Matrices
Introduction
Data Representation
Data Reconstruction
The Operator of Hurwitz-Radon
MHR Method and Data Extrapolation
Decision Making
Conclusions
References
The Memetic Ant Colony Optimization with Directional Derivatives Simplex Algorithm for Time Delays Identification
Introduction
Problem Description
The Optimisation Algorithms
Ant Colony Optimization (ACO)
The Directional Derivatives Simplex (DDS)
The Memetic Ant Colony Optimisation with Directional Derivatives Simplex Algorithm (ACODDS)
The Global Separable Nonlinear Least Squares (GSNLS) Estimation Method
Experimental Results
Conclusion
References
Advanced Prediction Method in Efficient MPC Algorithm Based on Fuzzy Hammerstein Models
Introduction
Model Predictive Control Algorithms - A General Idea
MPC Algorithms Based on Linear Models
MPC Algorithm Based on Fuzzy Hammerstein Models
Model of the Process
Generation of the Free Response
Generation of the Dynamic Matrix
Formulation of the Optimization Problem
Simulation Experiments
Control Plant
Results
Summary
References
Evolutionary Tuning of Compound Image Analysis Systems for Effective License Plate Recognition
Detection and Recognition of License Plates
Related Work
Architecture of the Complete System
Using Mixtures of Experts for License Plate Detection
TheExperiment
Driving Evolution by Recognition Accuracy
Summary
References
Investigation of Self-adapting Genetic Algorithms Using Some Multimodal Benchmark Functions
Introduction
Self-adapting Algorithms
Plan of Experiments
Results of Experiments
Conclusions and Future Work
References
Multiobjective Particle Swarm Optimization Using Fuzzy Logic
Introduction
Related Work
Multiobjective Particle Swarm Optimization Using Fuzzy Logic (FMOPSO)
Experimental Results
Conclusions and Future Work
References
An Evolutionary Algorithm for the Urban Public Transportation
Introduction
Network Model and Problem Definition
Description of EA
Experimental Results
Conclusions
References
Exploring Market Behaviors with Evolutionary Mixed-Games Learning Model
Introduction
Mixed-Games Model
Strategies of Agents
Mixed-Games with Heterogeneous Agents
Evolutionary Mixed-Games Learning Model
Chromosome Encoding
Fitness Function
Experiments on Real-World Markets
Experiment Design
Data Analysis
Conclusions
References
Web Services and Semantic Web
On the Web Ontology Rule Language OWL 2 RL
Introduction
The Logical Formalism of OWL 2 RL
The Fragment OWL 2 RL+
Extensions of OWL 2 RL with PTime Data Complexity
eDatalog
OWL 2 eRL and OWL 2 eRL+
Combining OWL 2 eRL and OWL 2 eRL+ with eDatalog
Conclusions
References
Results of Research on Method for Intelligent Composing Thematic Maps in the Field of Web GIS
Introduction
Problem
Related Work
System Architecture
Service Provider
Service Consumer
Service Registry
Method
Experiment Assumptions
Simulation Results
Summary
References
OAuth+UAO: A Distributed Identification Mechanism for Triplestores
Introduction
Related Works
Distributed Identification Mechanism for Triplestores
Implementation
Conclusions
References
Propagating and Aggregating Trust with Uncertainty Measure
Introduction
Basic Concepts of Trust Network
Trust Modeling
Trust Propagation and Aggregation
Operator of Trust Propagation and Aggregation
Local Trust
Global Trust
Conclusions and Further Work
References
On Ordered Weighted Reference Point Model for Multi-attribute Procurement Auctions
Introduction
MCDA Concepts in Procurement Auctioning Context
The RPM Based Auction Model
WOWA Extension of the RPM
Conclusions
References
ASPARAGUS - A System for Automatic SPARQL Query Results Aggregation Using Semantics
Introduction
A Concept of Semantic Aggregation
Description of the System
Query Manager
CATEGORIZE BY
CLUSTER BY
Interface
Related Work
Conclusions and Future Work
References
Protégé Based Environment for DL Knowledge Base Structural Analysis
Introduction
Semantic Model Formal Definition
Terminology and Instance Base Measures
Taxonomical Measures
Semantic Connectivity Based Measures
Multi-criteria Association Evaluation
Environment Architecture
Summary
References
Fuzzy Reliablity Analysis of Simulated Web Systems
Introduction
Web Systems
System Model
Functional Model
Fault Model
Programming Simulation
System Metric
System availability
Mean Accumulated Down Time
Fuzzy Analysis
Case Study
Fuzzy Reliability Parameters
Fuzzy Mean Accumulated Down Time
Fuzzy Simplified Approach
Probability Density Method
Conclusion
References
Using Multi-attribute Structures and Significance Term Evaluation for User Profile Adaptation
Introduction
Analysis of Web System Answer
Relevant Document's Terms Weighting
Significant Terms Selection from Relevant Documents
User Profile
Modification of User Profile
Application of User Profile
Experiments
Conclusions and Future Work
References
A Method for Web-Based User Interface Recommendation Using Collective Knowledge and Multi-attribute Structures
Introduction
User Interface Recommendation System
Algorithms for Recommendation
Related Works
Conclusions
References
Social Networks
Opinion Analysis from the Social Web Contributions
Introduction
Related Works
Basic Problems of Opinion Analysis
Classification Vocabulary Creation
Design of Opinion Classification Method
Basic Problems Solution
Word Polarity Reversion by Negation
Determination of the Intensity of Polarity
Dynamic Word Combination Length
Polarity Determination of Word Combinations
Implementation of the Opinion Classification Method
Conclusions
References
Modelling Trust for Communicating Agents: Agent-Based and Population-Based Perspectives
Introduction
Modelling Trust Dynamics from Two Perspectives
An Agent-Based Trust Model Incorporating Communication
A Population-Based Trust Model Incorporating Communication
Complexity Estimation
Simulating and Comparing the Two Trust Models
The Experimental Setup
Experimental Configurations
Simulation Results
Mathematical Analysis of Equilibria of the Two Models
Conclusion
References
Multidimensional Social Network: Model and Analysis
Introduction
Related Work
Multidimensional Social Network: A Model
Multidimensional Model of a Social Network
Dimension 1: Layer Hierarchy
Dimension 2: Time Hierarchy
Dimension 3: Group Hierarchy
Views - Dimensional Intersection
Multidimensional Social Network: Analysis
Aggregations by Dimensions
Usability of the Model
Conclusions and Future Work
References
Modelling and Simulation of an Infection Disease in Social Networks
Basic Definition and Notation
Epidemic Modelling in Social Networks
Social Networks Generators
Centrality Measures
Connection Efficiency
Vaccination Strategies
System Architecture Overview
Disease Modelling
Gathering Raw Distributed Data
Simulation and Reports
Conclusions
References
Distributed Military Simulation Augmented by Computational Collective Intelligence
Introduction
Modelling Civilian Activities
Anti-war Demonstration
Stroll with Random Selection of the Next Step
Reaction to Dangerous Incident
Hiding in Building
Integrated Simulation Environment
Numerical Examples
Summary
References
Time Based Modeling of Collaboration Social Networks
Introduction
DAK Collaboration Network
Collaboration Network Modeling
Base Projection Onto One-Mode Network
Extension of One-Mode Projection
Time Based Network Modeling
Network Modeling Process
Evaluation
Conclusion
References
Simulating Riot for Virtual Crowds with a Social Communication Model
Introduction
Literature Review
Introduction to IMCrowd
Experiments of Riot Simulation
Conclusion and Future Work
References
Complex Systems and Intelligent Applications
Building Detection and 3D Reconstruction from Two-View of Monocular Camera
Introduction
Building Detection Summarization
Line Segment Detection
Reducing the Low Contrast Lines
MSAC-Based Detection of Dominant Vanishing Points
Horizontal Vanishing Point Detection
Separation of the Planes as the Faces of Building
Camera Model and Two-View Geometry
Camera Model
Feature Extraction and Matching
Two-View Geometry and Camera Matrix
Linear Triangulation
Experiments
Conclusions
References
Design of an Energy Consumption Scheduler Based on Genetic Algorithms in the Smart Grid
Introduction
Background and Related Work
Task Scheduler
System Model
Task Model
Proposed Scheme
Performance Measurement
Conclusions
References
Toward Cyclic Scheduling of Concurrent Multimodal Processes
Introduction
Systems of Concurrent Cyclic Processes
Cyclic Steady State Reachability Problem
Multimodal Processes
Concluding Remarks
References
Meteorological Phenomena Forecast Using Data Mining Prediction Methods
Introduction
Data Mining
DMM Project
State-of-the-Art
Proposed Approach for Detection of Fog and Low Cloud Cover
Business Understanding
Data Understanding
Data Preparation
Modeling
Evaluation
Deployment
Conclusion
References
Artificial Immune Clustering Algorithm to Forecasting Seasonal Time Series
Introduction
Similarity-Based Forecasting Methods
Immune Inspired Forecasting Model
Application Example
Conclusion
References
Knowledge-Based Pattern Recognition Method and Tool to Support Mission Planning and Simulation
Introduction
Description of the Pattern Recognition Model and the Method for the Decision Situation
Description of the Pattern Recognition Based Tool for Mission Planning and Simulation
A Practical Example of Using Tool
Summary
References
Secure UHF/HF Dual-Band RFID : Strategic Framework Approaches and Application Solutions
Introduction
Strategic Security Framework Architecture
Implementation of Application Solutions
Implementation of Customized Healthcare Service
Design M-RPS Based Customized Service
Implementation
Performance Evaluation
Conclusion
References
Kernel PCA in Application to Leakage Detection in Drinking Water Distribution System
Introduction
Data-Driven Approach for Novelty Detection Using KPCA
KPCA Model
Chojnice Case Study
Conclusions and Future Work
References
Decisional DNA Digital TV: Concept and Initial Experiment
Introduction
Background
Digital TV
Interactive Television
Set of Experience Knowledge Structure (SOEKS) and Decisional DNA
The Decisional DNA Digital TV
System Architecture
Simulation and Experiments
Conclusions and Future Work
References
Application of Program Agents for Optimisation of VoIP Communication
Introduction
Theoretical Premises
The Parameters of the Quality of Service with Transfer of Voice over IP Networks
Adjusted E-Model for VoIP Communication
Connecting R Factor and MOS Value
Experimental Model and Test Settings
Measuring Objective Parameters of Quality of Service on Experimental Model
Measuring MOS Values and Subjective Assessment of VoIP Quality
Comparison of Subjective and Objective VoIP Quality Assessment
Agent Architecture Proposal for VoIP System Optimisation
Example of Optimising Parameters of VoIP Communication
Conclusion
References
Study of Diabetes Mellitus (DM) with Ophthalmic Complication Using Association Rules of Data Mining Technique
Introduction
Theory and Research Involved
Data Mining
Association Rules
Diabetes Mellitus (DM)
Diabetes Mellitus (DM) with Ophthalmic Complication
Research Methodology
To Prepare Data Appropriate for Association Rule Mining
Results
Data Mining Result
Conclusion and Future Research
Implication and Future Work
References
Intelligent Management Message Routing in Ubiquitous Sensor Networks
Introduction
Background and Related Work
Management Message Delivery Scheme
Performance Measurement
Concluding Remarks
References
On Ranking Production Rules for Rule-Based Systems with Uncertainty
Introduction
Rule-Based Systems with Uncertainty
Rule with Uncertainty - Syntax and Semantics
Uncertain Reasoning
Internal Rule's Reliability
Global Rule's Reliability
Rule's Weight
Rule's Accuracy
Calculation of Global Rules' Reliabilities
Rule's Priority
Conclusions
References
Smart Work Workbench
Integrated Tool for IT Services Planning, Management, Execution and Evaluation
Introduction
Smart Service Workbench Framework
Service Manager
Service Composition
Network Services
Computational Resources Allocator
Sniffer
Quality
Interface Analyzer
Additional Modules
Conclusion
References
Ontology Management
A Cut-Free ExpTime Tableau Decision Procedure for the Description Logic SHI
Introduction
Notation and Semantics of SHI
A Tableau Decision Procedure for SHI
Conclusions
References
IT Business Standards as an Ontology Domain
Introduction
What is TOGAF
TOGAF Content Metamodel Overview
Ontology Development
Competency Questions
Core Content Metamodel Concepts
Content Metamodel Objects
Metamodel Relationships
Before the Next Iteration
Summary and Future Works
References
Attribute Selection-Based Recommendation Framework for Long-Tail User Group: An Empirical Study on MovieLens Dataset
Introduction
Backgrounds and Related Work
Attribute-Based User Modeling
Recommendation by User Classification
Long-Tail User Group Selection
Dominant Attributes
Recommending Short Head Users
A Case Study and Experimental Results
Conclusion and Future Work
References
IOEM - Ontology Engineering Methodology for Large Systems
Introduction
Application of Ontologies in INSIGMA System
Ontology Engineering Process and Related Work
Requirements for INSIGMA Ontology
INSIGMA Ontology Engineering Methodology
The Approach
Specification Phase
Initial Conceptualization Phase
Modularization Phase
Module Conceptualization Phase
Formalization Phase
Deployment Phase
Evaluation Phase
Maintenance Phase
Summary
References
A Framework for Building Logical Schema and Query Decomposition in Data Warehouse Federations
Introduction
Related Works
Basic Notions
Building Federation Schema Using Integration Methods
Algorithm for SQL Query Decomposition
Implementation
Conclusions
References
A Distance Function for Ontology Concepts Using Extension of Attributes' Semantics
Introduction
Basic Notions
Related Works
Distance Function for Ontology Concepts
Preliminaries
Postulates for Concept Distance
Algorithm for Determining Concept Distance
Future Works and Summary
References
Author Index

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Computational Collective IntelligenceTechnologies and Applications

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