Artificial Intelligence Applications and Innovations

by Papadopoulos, Harris; Andreou, Andreas S.; Bramer, Max

• ISBN13: 9783642162381
• ISBN10: 364216238X
• Format: Hardcover
• Copyright: 2010-10-20
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 6th IFIP WG 12.5 International Conference on Artificial Intelligence Applications and Innovations, AIAI 2010, held in Larnaca, Cyprus, in October 2010. The 48 revised research papers presented together with the abstracts of 3 invited talks were carefully reviewed and selected from 111 submissions. The papers are organized in topical sections on machine learning, fuzzy logic techniques, evolutionary computation, medical informatics and biomedical engineering, text mining and natural language processing, knowledge representation and reasoning, planning and scheduling, feature selection and dimensionality reduction, engineering intelligent systems, intelligent user environments and HCI, and environment modeling.

Table of Contents

Invited Talks
How Artificial Intelligence May Be Applied in Real World Situations	p. 1
Modern Machine Learning Techniques and Their Applications to Medical Diagnostics	p. 2
Innovative Applications of Artificial Intelligence Techniques in Software Engineering	p. 3
Machine Learning
Linear Probability Forecasting	p. 4
The Importance of Similarity Metrics for Representative Users Identification in Recommender Systems	p. 12
An Optimal Scaling Approach to Collaborative Filtering Using Categorical Principal Component Analysis and Neighborhood Formation	p. 22
A Classroom Observation Model Fitted to Stochastic and Probabilistic Decision Systems	p. 30
Prediction with Confidence Based on a Random Forest Classifier	p. 37
Fuzzy Logic Techniques
A Generic Tool for Building Fuzzy Cognitive Map Systems	p. 45
A Fuzzy Rule-Based Approach to Design Game Rules in a Mission Planning and Evaluation System	p. 53
One-Dimensional Linear Local Prototypes for Effective Selection of Neuro-Fuzzy Sugeno Model Initial Structure	p. 62
Lasso: Linkage Analysis of Serious Sexual Offences: A Decision Support System for Crime Analysts and Investigators	p. 70
Evolutionary Computation
Forecasting Euro - United States Dollar Exchange Rate with Gene Expression Programming	p. 78
Automatically Designing Robot Controllers and Sensor Morphology with Genetic Programming	p. 86
Multiple Criteria Performance Analysis of Non-dominated Sets Obtained by Multi-objective Evolutionary Algorithms for Optimisation	p. 94
Efficiency and Robustness of Three Metaheuristics in the Framework of Structural Optimization	p. 104
Medical Informatics and Biomedical Engineering
A Fuzzy Non-linear Similarity Measure for Case-Based Reasoning Systems for Radiotherapy Treatment Planning	p. 112
A Soft Computing Approach for Osteoporosis Risk Factor Estimation	p. 120
Protein Secondary Structure Prediction with Bidirectional Recurrent Neural Nets: Can Weight Updating for Each Residue Enhance Performance?	p. 128
Contourlet Transform for Texture Representation of Ultrasound Thyroid Images	p. 138
Assessment of Stroke Risk Based on Morphological Ultrasound Image Analysis with Conformal Prediction	p. 146
Text Mining and Natural Language Processing
Concept Based Representations as Complement of Bag of Words in Information Retrieval	p. 154
Information Fusion for Entity Matching in Unstructured Data	p. 162
An Example-Tracing Tutor for Teaching NL to FOL Conversion	p. 170
Learning the Preferences of News Readers with SVM and Lasso Ranking	p. 179
Knowledge Representation and Reasoning
A Comparison of Two Ontology-Based Semantic Annotation Frameworks	p. 187
A Tool for Automatic Creation of Rule-Based Expert Systems with CFs	p. 195
Non-standard Reasoning Services for the Verification of DAML+OIL Ontologies	p. 203
Algorithms for the Reconciliation of Ontologies in Open Environments	p. 211
Knowledge-Based Support for Software Engineering	p. 219
Planning and Scheduling
A Hybrid Searching Method for the Unrelated Parallel Machine Scheduling Problem	p. 230
Aiding Interactive Configuration and Planning: A Constraint and Evolutionary Approach	p. 238
Decentralized Services Orchestration Using Intelligent Mobile Agents with Deadline Restrictions	p. 246
Mobile Robot-Assisted Cellular Environment Coverage	p. 254
Feature Selection and Dimensionality Reduction
A Novel Feature Selection Method for Fault Diagnosis	p. 262
Dimensionality Reduction for Distance Based Video Clustering	p. 270
Towards Stock Market Data Mining Using Enriched Random Forests from Textual Resources and Technical Indicators	p. 278
On the Problem of Attribute Selection for Software Cost Estimation: Input Backward Elimination Using Artificial Neural Networks	p. 287
Engineering Intelligent Systems
A Fast Mobile Face Recognition System for Android OS Based on Eigenfaces Decomposition	p. 295
Application of Conformal Predictors to Tea Classification Based on Electronic Nose	p. 303
Detecting and Confining Sybil Attack in Wireless Sensor Networks Based on Reputation Systems Coupled with Self-organizing Maps	p. 311
Statistical Fault Localization with Reduced Program Runs	p. 319
Fuzzy Cognitive Map for Software Testing Using Artificial Intelligence Techniques	p. 328
Intelligent User Environments and HCI
Learning User Preferences in Ubiquitous Systems: A User Study and a Reinforcement Learning Approach	p. 336
Decision Oriented Programming in HCI: The Multi-Attribute Decision Language MADL	p. 344
Investigating the Role of Mutual Cognitive Environment for End-User Programming	p. 352
On the Quantification of Aging Effects on Biometric Features	p. 360
Environmental Modeling
Fuzzy Inference Systems for Automatic Classification of Earthquake Damages	p. 368
A Fuzzy Inference System Using Gaussian Distribution Curves for Forest Fire Risk Estimation	p. 376
Evolutionary Prediction of Total Electron Content over Cyprus	p. 387
A Multi-layer Perception Neural Network to Predict Air Quality through Indicators of Life Quality and Welfare	p. 395
Author Index	p. 403
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