Artificial Intelligence Applications and Innovations
12th International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Corfu, Greece, September 15-18, 2011, Proceedings, Part II
Published on 15. September 2011
XXIV, 496 pages
978-3-642-23960-1 (ISBN)
Description
The two-volume set IFIP AICT 363 and 364 constitutes the refereed proceedings of the 12th International Conference on Engineering Applications of Neural Networks, EANN 2011, and the 7th IFIP WG 12.5 International Conference, AIAI 2011, held jointly in Corfu, Greece, in September 2011. The 52 revised full papers and 28 revised short papers presented together with 31 workshop papers were carefully reviewed and selected from 150 submissions. The second volume includes the papers that were accepted for presentation at the AIAI 2011 conference. They are organized in topical sections on computer vision and robotics, classification/pattern recognition, financial and management applications of AI, fuzzy systems, learning and novel algorithms, recurrent and radial basis function ANN, machine learning, generic algorithms, data mining, reinforcement learning, Web applications of ANN, medical applications of ANN and ethics of AI, and environmental and earth applications of AI. The volume also contains the accepted papers from the First Workshop on Computational Intelligence in Software Engineering (CISE 2011) and the Workshop on Artificial Intelligence Applications in Biomedicine (AIAB 2011).
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Lazaros S. Iliadis | Ilias Maglogiannis | Harris Papadopoulos
Artificial Intelligence Applications and Innovations
12th International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Corfu, Greece, September 15-18, 2011, Proceedings, Part II
Book
11/2013
Springer
€106.99
Shipment within 7-9 days
Lazaros S. Iliadis | Ilias Maglogiannis | Harris Papadopoulos
Artificial Intelligence Applications and Innovations
12th International Conference, EANN 2011 and 7th IFIP WG 12.5 International Conference, AIAI 2011, Corfu, Greece, September 15-18, 2011, Proceedings, Part II
Book
09/2011
Springer
€106.99
Shipment within 7-9 days
Content
- Title
- Preface
- Organization
- Table of Contents
- Computer Vision and Robotics
- Real Time Robot Policy Adaptation Based on Intelligent Algorithms
- Introduction
- Cyber Rodent Robot
- Environment
- Intelligent Algorithms
- Critic
- Actor
- Combining Learning and Evolution
- Evolution of Neural Controller
- Results
- Evolution of Neural Controller
- Actor-Critic RL
- Combining Learning and Evolution
- Conclusion
- References
- A Model and Simulation of Early-Stage Vision as a Developmental Sensorimotor Process
- Introduction
- The Model
- The Experiment
- Conclusion
- References
- Enhanced Object Recognition in Cortex-Like Machine Vision
- Introduction
- Cortex-Like Vision Algorithms
- Graph-Based Visual Saliency (GBVS)
- Feature Hierarchy Library (FHLIB)
- The Cranfield University Algorithm (SFHLIB)
- Feature Extractions from a Salient Region Of Interest (ROI)
- Higher Resolution, Patch Sizes and Circular Gabor Filters
- Adding S3 and C3 Layers
- Experiments
- Image Datasets
- Experiments Setup
- Results - Discussion
- Conclusions
- References
- Classification - Pattern Recognition
- A New Discernibility Metric and Its Application on Pattern Classification and Feature Evaluation
- Introduction
- Literature Review
- Methodology
- Experiments and Results
- Data Description
- Experiment Setup
- Evaluation Criteria
- Results
- Discussion
- Conclusions and Future Work
- References
- Financial and Management Applications of AI
- Time Variations of Association Rules in Market Basket Analysis
- Introduction
- Market Basket Analysis
- Dataset
- Time Variations of Association Rules
- Discoveries of Association Rules from Dataset
- Time Development of Association Rules
- Define of OCVR
- Experimental Study
- Conclusions
- Summary and Future Work
- References
- A Software Platform for Evolutionary Computation with Pluggable Parallelism and Quality Assurance
- Introduction
- Main Functionalities
- Overall Architecture and Development Principles
- Parallelization of the Library
- Quality Assurance Framework
- Applications
- Conclusions
- References
- Financial Assessment of London Plan Policy 4A.2 by Probabilistic Inference and Influence Diagrams
- Introduction
- London Plan
- Climate Change Policy Area
- Tackling Climate Change
- Influence Diagrams
- Implementation
- Indicators
- Model Creation
- Conclusion and Further Work
- References
- Disruption Management Optimization for Military Logistics
- Introduction
- Literature Review
- Problem Description and Objectives
- Disruption Management Process
- Risk Identification Phase
- Risk Assessment Phase
- Decision and Selection of Corrective Actions Phase
- Evaluation Phase
- Validation
- Conclusion
- References
- Fuzzy Systems
- Using a Combined Intuitionistic Fuzzy Set-TOPSIS Method for Evaluating Project and Portfolio Management Information Systems
- Introduction
- Evaluation of PPMIS and Selection Criteria
- Basic Concepts of Intuitionistic Fuzzy Sets
- Evaluation of PPMIS with Intuitionistic Fuzzy Sets and TOPSIS
- Conclusions
- References
- Fuzzy and Neuro-Symbolic Approaches to Assessment of Bank Loan Applicants
- Introduction
- Domain Knowledge Modeling
- Modeled Loan Attributes
- Modeled Applicant Attributes
- Inference Process Stages
- The Fuzzy Expert System
- The Neurule-Based Expert System
- Evaluation of the Systems
- Conclusions
- References
- Comparison of Fuzzy Operators for IF-Inference Systems of Takagi-Sugeno Type in Ozone Prediction
- Introduction
- IF-Inference System of Takagi-Sugeno Type
- Intuitionistic Fuzzy t-Norms and t-Conorms
- Modelling and Analysis of the Results
- Conclusion
- References
- LQR-Mapped Fuzzy Controller Applied to Attitude Stabilization of a Power-Aided-Unicycle
- Introduction
- Dynamics of Unicycle
- Stabilization of Pitch Based on LQR
- Stabilization of Roll Based on LQR
- Inversed Fuzzy Controller Mapped from LQR [8]
- Conclusion
- References
- Optimal Fuzzy Controller Mapped from LQR under Power and Torque Constraints
- Linear Quadratic Regulator (LQR)
- LQR Approach
- Constraints of LQR Control
- Class Stacking
- Fuzzy Logic Controller (FLC)
- Fuzzy Inference System (FIS)
- Fuzzification
- Inference
- Defuzzification
- Conclusion
- References
- Learning and Novel Algorithms
- A New Criterion for Clusters Validation
- Introduction
- Proposed Method
- Experimental Results
- Conclusion and Future Works
- References
- Modeling and Dynamic Analysis on Animals' Repeated Learning Process
- Introduction
- Modeling Framework
- Dynamic Analysis under Different Switching Rules
- Quantitative Control Switching Rule
- Timing Control Switching Rule
- Semi-timing Control Switching Rule
- The Ultimate Stable States and Bifurcation Analysis
- Conclusion
- References
- Generalized Bayesian Pursuit: A Novel Scheme for Multi-Armed Bernoulli Bandit Problems
- Introduction
- Existing Solutions to Multi-Armed Bernoulli Bandit Problem
- Contributions and Paper Organization
- The Generalized Pursuit Algorithm and Bayesian Learning Automata
- The Generalized Bayesian Pursuit Algorithm (GBPST)
- Empirical Results
- Conclusion and Further Work
- References
- Recurrent and Radial Basis Function ANN
- A Multivalued Recurrent Neural Network for the Quadratic Assignment Problem
- Introduction
- Multivaluated Recurrent Networks
- Computational Dynamics
- Dynamic Based on Synaptic Potential i u
- Dynamic Based on Increment of the Energy $?E(a,b)$
- Dynamic Based on Maximum Increment of a NeuronMine $?E$
- Dynamic Based on Maximum Increment of Two Configurations of the State Vector Min $?E%
- Experimental Results
- Conclusions
- References
- Employing a Radial-Basis Function Artificial Neural Network to Classify Western and Transition European Economies Based on the Emissions of Air Pollutants and on Their Income
- Introduction
- Materials and Methods
- Results-Discussion
- Conclusions
- References
- Machine Learning
- Elicitation of User Preferences via Incremental Learning in a Declarative Modelling Environment
- Introduction
- Related Work
- Machine Learning in a Declarative Modelling Environment
- Declarative Modelling Machine Learning Requirements
- Algorithm Discussion
- Experimental Results
- Conclusion
- References
- Predicting Postgraduate Students' Performance Using Machine Learning Techniques
- Introduction
- Data Description
- Learning
- The Class Imbalance Problem
- Experimental Setup
- Results and Discussion
- Detailed Analysis of the Results
- Feature Selection Results
- Conclusion
- References
- Generic Algorithms
- Intelligent Software Project Scheduling and Team Staffing with Genetic Algorithms
- Introduction
- Literature Overview
- Software Project Scheduling
- Software Team Staffing
- Methodology
- Genetic Algorithm Overview
- Representation and Encoding
- Fitness Evaluation Process
- Parameters and Execution
- Application and Experimental Results
- Design of Experiments
- Results and Discussion
- Concluding Remarks
- References
- Data Mining
- Comparative Analysis of Content-Based and Context-Based Similarity on Musical Data
- Introduction
- Contribution and Paper Organisation
- Related Work
- Content-Based Similarity
- Generic Features
- Targeted Features
- Context-Based Similarity
- Performance Evaluation
- Experimental Setup
- Experimental Results
- Discussion
- Conclusion
- References
- Learning Shallow Syntactic Dependencies from Imbalanced Datasets: A Case Study in Modern Greek and English
- Introduction
- Data Collection
- Experimental Setup, Results and Discussion
- Conclusion
- References
- A Random Forests Text Transliteration System for Greek Digraphia
- Introduction
- Previous Works in Greek Digraphia
- Random Forests
- Experimental Design
- Experimental Evaluations
- Conclusions
- References
- Acceptability in Timed Frameworks with Intermittent Arguments
- Introduction
- Time Representation
- Timed Argumentation Framework
- Defense through Time
- Computing Intervals of Defense
- Conclusions and Future Work
- References
- Object Oriented Modelling in Information Systems Based on Related Text Data
- Introduction
- Conception of Information System Development
- Object Oriented Modelling in Bulgarian Information System "Crop Protection"
- Conclusion
- References
- Reinforcement Learning
- Ranking Functions in Large State Spaces
- Introduction
- Ranking Functions
- Large State Spaces
- The Proposed Solution
- Partially Known or Noisy State Spaces
- Example Application
- Conclusion
- References
- Web Applications of ANN
- Modelling of Web Domain Visits by Radial Basis Function Neural Networks and Support Vector Machine Regression
- Introduction
- Problem Formulation
- Basic Notions of RBF Neural Networks and e-SVR
- Modelling and Analysis of the Results
- Conclusion
- References
- A Framework for Web Page Rank Prediction
- Introduction
- Related Work
- Prediction Methods
- Markov Model Learning
- Regression Models
- Clustering Using EM
- Top-k List Similarity Measures
- Existing Similarity Measures
- RSim Quality Measure
- Experimental Evaluation
- Datasets and Query Selection
- Experimental Methodology
- Experimental Results
- Conclusions
- References
- Towards a Semantic Calibration of Lexical Word via EEG
- Introduction
- Method
- Numerical Encoding of Word's Characters
- Preprocessing of the EEG Signal
- Semantic Calibration of Lexical Words via EEG
- The AR Model- Feature Extraction
- Identification Procedure
- Experimental Part
- Results-Conclusions
- References
- Medical Applications of ANN and Ethics of AI
- Data Mining Tools Used in Deep Brain Stimulation - Analysis Results
- Parkinson's Disease, Tremor and Deep Brain Stimulation
- Methods
- Clinical Databases Structure
- Data Analysis Results
- Linear and Nonlinear Time Series Analysis of Parkinsonian Tremor
- Data Mining Tools
- A Nodel of the Parkinsonian Tremor
- Conclusions and Future Works
- References
- Reliable Probabilistic Prediction for Medical Decision Support
- Introduction
- The Venn Prediction Framework
- Venn Prediction with Neural Networks
- Experiments and Results
- On-Line Experiments
- Batch Experiments
- Conclusions
- References
- Cascaded Window Memoization for Medical Imaging
- Introduction
- Background
- Window Memoization
- Fuzzy Memoization
- Cascaded Window Memoization
- Results
- Conclusion
- References
- Fast Background Elimination in Fluorescence Microbiology Images: Comparison of Four Algorithms
- Introduction
- Feature Extraction Algorithms
- SIFT and Color Based SIFT
- Histogram of Color
- Haralick Features
- Patches Classification Experiments
- Datasets Description
- Experiments
- Conclusion and Future Line
- References
- Experimental Verification of the Effectiveness of Mammography Testing Description's Standardization
- Introduction
- The Ontology of Mammography
- MammoEdit - A Tool Supporting Description and Interpretation of the Changes in Mammography
- The Evaluation of the Mammogram's Interpretation Supporting Tool
- Conclusion
- References
- Ethical Issues of Artificial Biomedical Applications
- Introduction
- Emerging Issues in Biomedicine
- Substituting Human Consciousness with Artificial Intelligence
- Ethical and Legal Aspects
- Conclusion
- References
- Environmental and Earth Applications of AI
- ECOTRUCK: An Agent System for Paper Recycling
- Introduction
- Collecting Paper for Recycling
- EcoTruck Agents
- Agent Cooperation
- Implementing EcoTruck
- Platform of Choice
- Directory Facilitator
- Agent Structure
- Google Maps Integration
- Related Work
- Conclusions and Future Work
- References
- Prediction of CO and NOx Levels in Mexico City Using Associative Models
- Introduction
- SIMAT
- Associative Models
- Proposal
- Experiments and Results
- References
- Neural Network Approach to Water-Stressed Crops Detection Using Multispectral WorldView-2 Satellite Imagery
- Introduction
- Related Work
- Detecting Waterlogged Crops Using WorldView-2 Data
- WorldView-2 Data
- Neural Network Classification
- Experiments and Results
- Conclusion
- References
- A Generalized Fuzzy-Rough Set Application for Forest Fire Risk Estimation Feature Reduction
- Introduction
- Research Area and Software
- Fuzzy Set and Rough Set Theory
- The Case of Forest Fire Risk Assessment
- The Decision Support System
- Attribute Reduction with the Use of Rough Sets
- Fuzzy C-Means Clustering
- Results and Discussion
- References
- Pollen Classification Based on Geometrical, Descriptors and Colour Features Using Decorrelation Stretching Method
- Introduction
- Pollen Grains Detection
- Discriminative Feature Extractions
- Geometrical Features
- Fourier Descriptors
- Colour Features
- Classification System
- Experiments and Results
- Database
- Experimental Methodology and Results
- Discussion and Conclusions
- References
- Computational Intelligence in Software Engineering (CISE) Workshop
- Global Optimization of Analogy-Based Software Cost Estimation with Genetic Algorithms
- Introduction
- Related Work
- Global Optimization by Genetic Algorithms
- Selection and Reproduction
- Evaluation
- Encoding
- Experiments
- Results on Desharnais Dataset
- ISBSG Results and Comparison
- Conclusions and Future Work
- References
- The Impact of Sampling and Rule Set Size on Generated Fuzzy Inference System Predictive Accuracy: Analysis of a Software Engineering Data Set
- Introduction
- Empirical Analysis
- The Data Set
- FIS Development
- Results
- Full Approach
- Sampled Approach
- Top 50 Approach
- Comparison of Approaches
- Discussion
- Related Work
- Conclusions and Future Work
- References
- Intelligent Risk Identification and Analysis in IT Network Systems
- Introduction
- Attack Graphs, Fuzzy Cognitive Maps and Genetic Algorithms
- Simulation
- Conclusion
- References
- Benchmark Generator for Software Testers
- Introduction
- Measures
- Automatic Program Generator
- Experimental Section
- Test Case Generator
- Benchmark of Test Programs
- Correlation between Coverage and Static Measures
- Conclusions
- References
- Automated Classification of Medical-Billing Data
- Introduction
- Motivation for Automation
- Analog and Digital Data Fields
- Naïve Bayes
- Neural Network
- Data and Methods
- Results
- Conclusions and Future Directions
- References
- Artificial Intelligence Applications in Biomedicine (AIAB) Workshop
- Brain White Matter Lesions Classification in Multiple Sclerosis Subjects for the Prognosis of Future Disability
- Introduction
- Materials and Methods
- Material and MRI Acquisition
- Manual Delineations and Visual Perception
- Texture Analysis
- Models Support Vector Machines Classification
- Results
- Discussion
- Future Work
- References
- Using Argumentation for Ambient Assisted Living
- Introduction
- Argumentation Technology
- HERA Multi-Agent System Analysis
- Using Argumentation in HERA
- Conclusion
- References
- Modelling Nonlinear Responses of Resonance Sensors in Pressure Garment Application
- Introduction
- Passive Resonance Sensor and Used Read-Out Methods
- Nonlinear Regression Methods
- Sugeno Fuzzy Inference System
- Support Vector Regression
- Multilayer Perceptron Network
- Case Study 1: Individual Sensor
- Nonlinear Models
- Results on Training and Test Data
- Case Study 2: Group of Three Sensors
- Conclusion
- References
- An Adaptable Framework for Integrating and Querying Sensor Data
- Introduction
- Framework
- Challenges
- Contribution
- Related Work
- Description of the System
- Design
- Implementation
- Management of Mappings
- Conclusions and Future Work
- References
- Feature Selection by Conformal Predictor
- Introduction
- Conformal Predictor
- Prediction and Confidence
- Validity
- Data Description
- Methodology
- Results and Discussion
- Conclusion
- References
- Applying Conformal Prediction to the Bovine TB Diagnosing
- Introduction
- Conformal Prediction
- Mondrian Conformal Predictors
- Applying Conformal Prediction to the VETNET Database
- Conclusions and Future Work
- References
- Classifying Ductal Tree Structures Using Topological Descriptors of Branching
- Introduction
- Background
- Methodology
- Image Preprocessing
- Spatial Distribution of Tree Branching Points
- Galactogram Characterization
- Results
- Dataset
- Similarity Experiments
- Classification Experiments
- Conclusion
- References
- Intelligent Selection of Human miRNAs and Mouse mRNAs Related to Obstructive Nephropathy
- Introduction
- Dataset
- Methods
- Results and Discussion
- Conclusions
- References
- Independent Component Clustering for Skin Lesions Characterization
- Introduction
- Skin Lesions Image Analysis
- Clustering Background
- Independent Component Analysis
- Relation to Projection Pursuit
- The FastICA Algorithm
- The Proposed Framework
- Experimental Analysis
- Conclusions
- References
- A Comparison of Venn Machine with Platt's Method in Probabilistic Outputs
- Introduction
- Venn Machine
- Platt's Method
- Data Sets
- Empirical Result
- Taxonomy Design
- Experiments
- Results
- Conclusion
- References
- Author Index
