
Hybrid Artificial Intelligent Systems
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Content
- Title Page
- Preface
- Organization
- Table of Contents
- Plenary
- Addressing the Classification with Imbalanced Data: Open Problems and New Challenges on Class Distribution
- Introduction
- Imbalanced Datasets in Classification
- Addressing Classification with Imbalanced Data: Preprocessing and Cost Sensitive Learning
- Preprocessing Imbalanced Datasets: Resampling Techniques
- Cost-Sensitive Learning
- Analysing Open Problems Related to Intrinsic Data Characteristics in Imbalanced Classification
- Small Sample Size and Small Disjuncts
- Overlapping or Class Separability
- Dataset Shift
- Concluding Remarks
- References
- A New Tool for the Modeling of AI and Machine Learning Applications: Random Walk-Jump Processes
- Introduction
- Problem Formulation
- Specification of the State Space and Transitions
- Application to Component Testing
- Theoretical Results
- ``Balanced Memory'' Strategies
- Symmetry Properties
- Experimental Results
- Sensitivity to the RWJ to Changes in the Memory Size
- Investigation of the MCJ for Non-stationary Environments
- Conclusions
- References
- Pattern Recognition Based on Similarity in Linear Semi-ordered Spaces
- Introduction
- K-Space as an Observation Space
- Geometrical Models of Similarity Classes
- Pattern Recognition in K-Spaces
- Conclusions
- References
- Quo Vadis Hybrid Intelligent Systems: New Trends and Approaches
- Reflections on Concepts of Employment for Modern Information Fusion and Artificial Intelligence Technologies: Situation Management, Decision Making under Varying Uncertainty and Ambiguity, Sequential Decision-Making, Learning, Prediction, and Trust
- General Track
- A Genetic Algorithm Applied to a Main Sequence Stellar Model
- Introduction
- Genetic Algorithm
- Stellar Model
- Case Study
- The Sun (Test I)
- The Sun (Test II)
- Sirius, Component A
- Conclusions
- Related Work
- References
- Using Artificial Intelligence Techniques for Strategy Generation in the Commons Game
- Introduction
- Description of the Commons Game
- Methods
- Hill Climbing
- Particle Swarm Optimization
- Results and Discussion
- Discussion
- Conclusion
- References
- Evaluation of Network Survivability Considering Degree of Disconnectivity
- Introduction
- Problem Formulation and Notations
- Problem Description
- Problem Formulation
- Solution Approach
- Solution Approach for Solving the Problem of (IP 1)
- Computational Experiments
- Experiment Environment
- Experiment Result of the Problem of (IP 1)
- Conclusion
- References
- Fuzzy Control of Trade-Off between Exploration and Exploitation Properties of Evolutionary Algorithms
- Introduction
- Fuzzy Mix Selection
- Fuzzy Logic Control of Value of Parameter
- Assumed Test Functions
- Description of Experiments
- Conclusions
- References
- Hybridization of Evolutionary Algorithm with Yule Walker Method to Design Minimal Phase Digital Filters with Arbitrary Amplitude Characteristics
- Introduction
- IIR Digital Filters
- Proposed Method HDFD
- Objective Function FC
- Description of Experiments
- Conclusions
- References
- Automatic Identification Approach for Sea Surface Bubbles Detection
- Introduction
- Database Used
- Image Pre-processing
- Segmentation and Bubbles Detection
- Classification System
- Discussion and Conclusions
- References
- The Application of Artificial Intelligence Hybrid in Traffic Flow
- Introduction
- Markovian Process and Swarm Intelligence Synthesis
- The Function of Velocity in Palm's Stream
- Markovian Ant Queuing System - MAQS
- Entropy of Signal ? Parameters Functions
- Conclusion
- References
- Diagnosis of Partial Discharge Using Self Organizing Maps and Hierarchical Clustering - An Approach
- Introduction
- Partial Discharge: Concepts
- Self Organizing Maps (SOM) and Hierarchical Clustering
- SOM
- Hierarchical Cluster Analysis
- Analysis of PD Data
- Conclusions and Future Works
- References
- Bayesian Segmentation of Magnetic Resonance Images Using the a-Stable Distribution
- Introduction
- Material and Methods
- MRI Database
- Mixture of -Stable Likelihood
- Spatial Prior Information
- Bayesian Rule: Posterior Brain Image
- Results
- Conclusions
- References
- On-Line Valuation of Residential Premises with Evolving Fuzzy Models
- Introduction
- Fuzzy Model Architecture
- Fuzzy Modeling in On-Line Mode with Evolving Fuzzy Systems
- Basic Concepts
- The Algorithm
- Experimental Setup and Results
- Conclusions and Future Work
- References
- Investigation of Genetic Algorithms with Self-adaptive Crossover, Mutation, and Selection
- Introduction
- Self-adapting Method of Mutation, Crossover, Selection Setting
- Plan of Experiments
- Results of Experiments
- Conclusions and Future Work
- References
- Hybrid Multi-agent System for Knowledge Management in Distributed Control System
- Introduction and Problem Formulation
- Multi-agent System
- Knowledge Sharing Based on Hybrid System
- HMAS Application for Stimulation of Biological Pilot Plant
- Concluding Remarks
- References
- SVM with Bounds of Confidence and PLS for Quantifying the Effects of Acupuncture on Migraine Patients
- Introduction
- Image Acquisition and Preprocessing
- Feature Extraction and Classification
- Partial Least Squares
- Support Vector Machines
- Bounds of Confidence
- Empirical Data Analysis and Results
- Conclusions
- References
- An Intelligent Automated Recognition System of Abnormal Structures in WCE Images
- Introduction
- Texture Analysis
- Vector Supported Convex Hull Method
- Experiment
- Results and Discussion
- Conclusion
- References
- Effective Diagnosis of Alzheimer's Disease by Means of Distance Metric Learning
- Introduction
- Materials and Methods
- Subjects and Preprocessing
- Feature Extraction
- Large Margin Nearest Neighbor Classification
- Model
- Results
- Conclusions
- References
- Risk Estimation for Hierarchical Classifier
- Introduction
- Hierarchical Classifier
- Estimation of HC Risk
- Experiments and Conclusions
- References
- Combining Meta-learning and Active Selection of Datasetoids for Algorithm Selection
- Introduction
- Meta-learning for Algorithm Selection
- Active Learning and Meta-learning
- Experiments and Results
- Conclusion
- References
- A Parallel Genetic Programming Algorithm for Classification
- Introduction
- Algorithm
- Individual Representation
- Genetic Operators
- Fitness Function
- Initialization
- Generational Model
- Experimental Study
- Results
- Conclusions
- References
- Evolutionary Algorithm for P2P Multicasting Network Design Problem
- Introduction
- P2P Multicasting Network Design Problem
- Evolutionary Algorithm
- Chromosome Coding
- Fitness Function
- Operators
- Performace Improvements
- Results
- Concluding Remarks
- References
- A Focused Wave Front Algorithm for Mobile Robot Path Planning
- Introduction
- Related Work
- Proposed Approach
- Environment Representation
- Wave Front Based Path Planning Algorithm
- Experiments
- Case I: Obstacle Free Environment
- Case II: Environment with Obstacles
- Conclusion and Future Work
- References
- Evolving Temporal Fuzzy Association Rules from Quantitative Data with a Multi-Objective Evolutionary Algorithm
- Introduction
- Quantitative and Temporal Association Rule Mining
- Multi-Objective Evolutionary Search and Optimisation
- Representation
- Objectives
- Initialisation and Genetic Operators
- Experimental Study
- Methodology
- Results
- Conclusions
- References
- Stereovision-Based Obstacle Avoidance Procedure for Autonomous Mobile Platforms
- Introduction
- Related Work
- Proposed Solution
- Preliminary Obstacles Detection
- Building Reliable Up-to-Date Map of Obstacles
- Experimental Results
- Conclusion
- References
- Detecting Unknown Attacks in Wireless Sensor Networks Using Clustering Techniques
- Introduction
- Previous Work
- Proposed Solution
- Feature Extraction and Formation of Model
- Detection of Attacks
- Recovery from Attacks
- Evaluation of the Proposed Approach
- Conclusions
- References
- A Hybrid System with Regression Trees in Steel-Making Process
- Introduction
- Outliers and Data Transformation
- Parameterization of Split Criteria
- Experimental Results
- Experimental Methodology
- Results
- Conclusions
- References
- Interval Type-2 Fuzzy Modelling and Simulated Annealing for Real-World Inventory Management
- Introduction
- Model
- Interval Type-2 Fuzzy Logic
- Optimisation
- Simulated Annealing
- TestScenario
- Results
- Conclusion
- References
- An Evidential Fusion Architecture for People Surveillance in Wide Open Areas
- Introduction and Related Works
- The Evidential Fusion Architecture
- (Uncertain) Complex Event Processing
- Implementation
- Experimental Results
- Conclusions
- References
- Artificial Neural Networks Application in Software Testing Selection Method
- Introduction
- Related Work
- Software Testing Type Selection Method
- Experiments
- Conclusion and Future Work
- References
- Combining OWL Ontology and Schema Annotations in Metadata Management
- Introduction
- XML Data, OWL Ontology and Annotation
- Semantics of Annotations: XML-to-OWL Mappings
- Semantic Subsumptions between Tree Patterns
- Conclusions
- References
- Benchmarking IBHM Method Using NN3 Competition Dataset
- Introduction
- Learning Structure and Weights of MLP Using IBHM
- Experiments and Results
- Transformation of Time Series Prediction into Regression
- Setup of Algorithms under Comparison
- Test Procedure
- Results
- Summary
- References
- Face Tracking Using Adaptive Appearance Models and Convolutional Neural Network
- Introduction
- Visual Appearance Modeling Using Adaptive Models
- Particle Swarm Optimization
- Convolutional Neural Networks
- The Algorithm
- Experimental Results
- Conclusions
- References
- Genetic Selection of Subgraphs for Automatic Reasoning in Design Systems
- Introduction
- Hypergraphs-Based Design Representation
- Frequent Graph Mining in Design System
- Genetic Algorithms
- Genetic Selection of Subgraphs
- Fitness Function
- Results
- Concluding Remarks and Future Work
- References
- Controlling the Prediction Accuracy by Adjusting the Abstraction Levels
- Introduction
- Description Noise Handling by AVO
- Extending Naïve Bayesian Classifier to AVO
- Experiments and Results
- Conclusions
- References
- Delta Analysis: A Hybrid Quantitative Approach for Measuring Discrepancies between Business Process Models
- Introduction
- Related Work
- Underlying Process Discovery Approach
- Proposed Approach
- Construction of Vector Models
- Calculation of Process Similarity
- Experimental Results
- Comparison with Human Judgments
- Comparison with Prior Similarity Metric
- Conclusion
- References
- Analysis of Face Gestures for Human-Computer Interaction
- Introduction
- Previous Work
- Vision-Based Face Gesture Recognition System
- Image Enhancement
- Face Features Detection
- Results
- Conclusions
- References
- Assessing Safety of Object Pushing Using the Principle of Reversibility
- Introduction
- Safety Module for Cognitive Robot Control Architecture
- Reversibility Models for Reversibility Based Sub-Module
- Experimental Setup
- Results
- Conclusions
- References
- Class Prediction in Microarray Studies Based on Activation of Pathways
- Introduction
- Analysis of Pathway Activation
- Classification Based on Activation of Pathways
- Numerical Example - Performance of Classifiers and Stability of Results
- Conclusions
- References
- A Hybrid Approach for ECG Classification Based on Particle Swarm Optimization and Support Vector Machine
- Introduction
- A Brief Review of the SVM Method
- The Singular Value Decomposition (SVD) Method
- The Particle Swarm Optimization
- TheExperimentResults
- Conclusion
- References
- Fuzzy Modeling of Digital Products Pricing in the Virtual Marketplace
- Introduction
- Problem Statement and Areas of Research
- A Structure of Fuzzy Inference Models and Sampling System
- Integration of Sampling System with an Online Environment
- Modeling of the Digital Products Pricing with Fuzzy System
- Summary
- References
- An Algorithm Based on Genetic Fuzzy Systems for the Selection of Routes in Multi-Sink Wireless Sensor Networks
- Introduction
- The Algorithm Proposed to Assist the Choice of the Best Route in Multi-Sink Environments
- General Aspects
- Genetic Fuzzy System
- Aspects of Implementation
- Simulations, Results and Discussions
- Network Characteristics
- Results and Discussions
- Conclusions
- References
- Hybrid Analytical and ANN-Based Modelling of Temperature Sensors Nonlinear Dynamic Properties
- Introduction
- Linear Dynamic Models of RTD
- Modelling of Sensors' Dynamics by the Use of ANN
- Hybrid Modelling Approach
- Experimentation
- Conclusions
- References
- An Improved Annealing Algorithm for Throughput Maximization in Static Overlay-Based Multicast Systems
- Introduction
- Problem Description
- Spanning Tree Packing in Static Overlay-Based Multicast
- Improved Annealing Algorithm
- Numerical Experiments
- Concluding Remarks
- References
- An Implementation of Differential Evolution for Independent Tasks Scheduling on GPU
- Introduction
- GPU Computing
- Differential Evolution
- Differential Evolution for Scheduling Optimization
- DE for the Scheduling of Independent Tasks Implemented on the GPU
- Experiments
- Conclusions
- References
- Collaborative Community Detection in Complex Networks
- Introduction
- Collaborative Evolutionary Algorithms
- Proposed Collaborative Evolutionary Algorithm for Community Detection in Complex Networks
- Computational Experiments
- Conclusions and Future Work
- References
- JCLEC Meets WEKA!
- Introduction
- Architectonic Design
- Case Study
- Concluding Remarks and Future Work
- References
- An Argumentation Framework for Supporting Agreements in Agent Societies Applied to Customer Support
- Introduction
- Argumentation Framework for Agent Societies
- Application Example: Customer Support
- Conclusions
- References
- Finger Vein Pattern Extraction Algorithm
- Introduction
- How Others See the Finger-Vein Pattern Extraction Problem
- System Description
- Finger Vein Pattern Extraction Algorithm Description
- Results and Conclusions
- References
- An Exploratory Research on Text-Independent Speaker Recognition
- Introduction
- Implemented Algorithms
- Description of Samples
- Feature Extraction
- Classification
- Experiments and Results
- Conclusions and Future Work
- References
- Towards Automatic Image Annotation Supporting Document Understanding
- Introduction
- Overview of Our Approach
- Method Details
- Image Features
- Classifiers
- Experimental Results
- Conclusion and Future Research
- References
- A Computational Assessment of a Blood Vessel's Compliance: A Procedure Based on Computed Tomography Coronary Angiography
- Introduction
- Data Acquisition
- Image Processing
- The Results Obtained
- Conclusions
- References
- Visual System for Drivers' Eye Recognition
- Introduction
- System Overview
- Detection of Eye Region Candidates
- Eye Recognition in the Deformable Pattern Space
- Experimental Results
- Conclusions
- References
- A Hybrid Context-Aware Wearable System with Evolutionary Optimization and Selective Inference of Dynamic Bayesian Networks
- Introduction
- Background
- Context-Model Optimization and Selective Inference
- Evolutionary Optimization
- Selective Inference
- Experimental Results
- The Sensor Platform and Scenario Analysis
- Context Inference Results
- Concluding Remarks
- References
- Global/Local Hybrid Learning of Mixture-of-Experts from Labeled and Unlabeled Data
- Introduction
- Backgrounds
- Co-training
- Mixture-of-Experts in Semi-supervised Learning
- Global-Local Co-training
- Algorithm
- Measuring Confidence Degrees
- Experiments
- Model Implementation
- Data Sets
- Experimental Results
- Concluding Remarks
- References
- Activity Recognition Using Hierarchical Hidden Markov Models on a Smartphone with 3D Accelerometer
- Introduction
- Related Works
- Activity Recognition with Accelerometers
- Hierarchical Probabilistic Models
- Proposed Method
- HMMs for Action Recognition
- HMMs for Activity Recognition
- Experimental Results
- Data Collection
- Evaluation of HMMs for Action Recognition
- Evaluation of HMMs for Activity Recognition
- Summary and Future work
- References
- Author Index
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