معرفی کتاب «Innovations In Applied Artificial Intelligence: 17th International Conference On Industrial And Engineering Applications Of Artificial Intelligence And Expert Systems, Iea/aie 2004, Ottawa, Canada, May 17-20, 2004 : Proceedings Iea/aie 2004» نوشتهٔ Belinda Choi, Tim Hendtlass, Kevin Bluff (auth.), Bob Orchard, Chunsheng Yang, Moonis Ali (eds.)، منتشرشده توسط نشر Springer-Verlag Berlin Heidelberg. این کتاب در فرمت pdf، زبان انگلیسی ارائه شده است.
“Intelligent systems must perform in order to be in demand. ” Intelligent systems technology is being applied steadily in solving many day-to-day problems. Each year the list of real-world deployed applications that inconspicuously host the results of research in the area grows considerably. These applications are having a significant impact in industrial operations, in financial circles, in transportation, in education, in medicine, in consumer products, in games and elsewhere. A set of selected papers presented at the seventeenth in the series of conferences on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems (IEA/AIE 2004), sponsored by the International Society of Applied Intelligence, is offered in this manuscript. These papers highlight novel applications of the technology and show how new research could lead to new and innovative applications. We hope that you find these papers to be educational, useful in your own research, and stimulating. In addition, we have introduced some special sessions to emphasize a few areas of artificial intelligence (AI) that are either relatively new, have received considerable attention recently or perhaps have not yet been represented well. To this end, we have included special sessions on e-learning, bioinformatics, and human-robot interaction (HRI) to complement the usual offerings in areas such as data mining, machine learning, intelligent systems, neural networks, genetic algorithms, autonomous agents, natural language processing, intelligent user interfaces, evolutionary computing, fuzzy logic, computer vision and image processing, reasoning, heuristic search, security, Internet applications, constraint satisfaction problems, design, and expert systems. Front Matter....Pages - A Comparison of Neural Network Input Vector Selection Techniques....Pages 1-10 Application of Direction Basis Function Neural Network to Adaptive Identification and Control....Pages 11-19 Knowledge Discovery Using Neural Networks....Pages 20-28 Knowledge Discovery in Hepatitis C Virus Transgenic Mice....Pages 29-39 Digital Signal Processing in Predicting Secondary Structures of Proteins....Pages 40-49 Predicting Protein-Protein Interactions from One Feature Using SVM....Pages 50-55 Fuzzy OLAP Association Rules Mining Based Novel Approach for Multiagent Cooperative Learning....Pages 56-65 OIDM: Online Interactive Data Mining....Pages 66-76 A Novel Manufacturing Defect Detection Method Using Data Mining Approach....Pages 77-86 Neural Representation of a Solar Collector with Statistical Optimization of the Training Set....Pages 87-96 An Experiment in Task Decomposition and Ensembling for a Modular Artificial Neural Network....Pages 97-106 The Effect of Deterministic and Stochastic VTG Schemes on the Application of Backpropagation to Multivariate Time Series Prediction....Pages 107-117 Gene Discovery in Leukemia Revisited: A Computational Intelligence Perspective....Pages 118-127 Cell Modeling Using Agent-Based Formalisms....Pages 128-137 Computational Identification of RNA Motifs in Genome Sequences....Pages 138-143 An Extensible Framework for Knowledge-Based Multimedia Adaptation....Pages 144-153 Methods for Reducing the Number of Representatives in Representation Choice Tasks....Pages 154-163 Incremental Maintenance of All-Nearest Neighbors Based on Road Network....Pages 164-169 Knowledge Intensive Interpretation of Signal Data....Pages 170-175 Coalition Formation among Agents in Complex Problems Based on a Combinatorial Auction Perspective....Pages 176-187 Multi-agent Based Home Network Management System with Extended Real-Time Tuple Space....Pages 188-198 Modelling Multi-aspect Negotiations in Multiagent Systems Using Petri Nets....Pages 199-208 Multi-agent Development Toolkits: An Evaluation....Pages 209-218 An Artificial Immune System for Fault Detection....Pages 219-228 Heuristic Approach Based on Lambda-Interchange for VRTPR-Tree on Specific Vehicle Routing Problem with Time Windows....Pages 229-238 Stochastic Learning Automata-Based Dynamic Algorithms for the Single Source Shortest Path Problem....Pages 239-248 Multi-agent Based Integration Scheduling System under Supply Chain Management Environment....Pages 249-263 A Representation of Temporal Aspects in Knowledge Based Systems Modelling: A Monitoring Example....Pages 264-273 On Description and Reasoning About Hybrid Systems....Pages 274-283 A Hybrid Approach to Automatic Word-spacing in Korean....Pages 284-294 Natural Language Requirements Analysis and Class Model Generation Using UCDA....Pages 295-304 Using Cognitive Modelling Simulations for User Interface Design Decisions....Pages 305-314 An Intelligent Interface for Customer Behaviour Analysis from Interaction Activities in Electronic Commerce....Pages 315-324 Integration of an Interactive Multimedia Datacasting System....Pages 325-334 The Exploration and Application of Knowledge Structures in the Development of Expert System: A Case Study on a Motorcycle System....Pages 335-340 Binary Decision Tree Using K-means and Genetic Algorithm for Recognizing Defect Patterns of Cold Mill Strip....Pages 341-350 Evolutionary RSA-Based Cryptographic Hardware Using the Co-Design Methodology....Pages 351-360 GA-EDA: Hybrid Evolutionary Algorithm Using Genetic and Estimation of Distribution Algorithms....Pages 361-371 Handwritten Numeral Recognition Based on Simplified Feature Extraction, Structural Classification and Fuzzy Memberships....Pages 372-381 Using Chaos Theory for the Genetic Learning of Fuzzy Controllers....Pages 382-391 A Chromatic Image Understanding System for Lung Cancer Cell Identification Based on Fuzzy Knowledge....Pages 392-401 Reading Human Relationships from Their Interaction with an Interactive Humanoid Robot....Pages 402-412 Recognition of Emotional States in Spoken Dialogue with a Robot....Pages 413-423 Development of an Android Robot for Studying Human-Robot Interaction....Pages 424-434 Open-End Human Robot Interaction from the Dynamical Systems Perspective: Mutual Adaptation and Incremental Learning....Pages 435-444 Stereo Camera Handoff....Pages 445-452 Word Separation in Handwritten Legal Amounts on Bank Cheques Based on Spatial Gap Distances....Pages 453-462 Shape Recognition of the Embryo Cell Using Deformable Template for Micromanipulation....Pages 463-472 Improved Edge Enhanced Error Diffusion Based on First-Order Gradient Shaping Filter....Pages 473-482 Capitalizing Software Development Skills Using CBR: The CIAO-SI System....Pages 483-491 A Hybrid Case Based Reasoning Approach for Monitoring Water Quality....Pages 492-501 Constructive Meta-learning with Machine Learning Method Repositories....Pages 502-511 An Algorithm for Incremental Mode Induction....Pages 512-522 TSP Optimisation Using Multi Tour Ants....Pages 523-532 Neighborhood Selection by Probabilistic Filtering for Load Balancing in Production Scheduling....Pages 533-542 Systematic versus Non-systematic Methods for Solving Incremental Satisfiability....Pages 543-551 Improved GRASP with Tabu Search for Vehicle Routing with Both Time Window and Limited Number of Vehicles....Pages 552-561 Robust Engineering Design with Genetic Algorithms....Pages 562-572 Evolutionary Computation Using Island Populations in Time....Pages 573-582 Genetic Algorithm Based Parameter Tuning of Adaptive LQR-Repetitive Controllers with Application to Uninterruptible Power Supply Systems....Pages 583-593 A Comparison of Two Circuit Representations for Evolutionary Digital Circuit Design....Pages 594-604 Motif-Oriented Representation of Sequences for a Host-Based Intrusion Detection System....Pages 605-615 Computational Intelligent Techniques for Detecting Denial of Service Attacks....Pages 616-624 Writer Identification Forensic System Based on Support Vector Machines with Connected Components....Pages 625-632 Modeling Intrusion Detection Systems Using Linear Genetic Programming Approach....Pages 633-642 Data Mining in Evaluation of Internet Path Performance....Pages 643-652 Change Summarization in Web Collections....Pages 653-662 Control System Design for Internet-Enabled Arm Robots....Pages 663-672 Source Estimating Anycast for High Quality of Service of Multimedia Traffic....Pages 673-678 Scheduling Meetings with Distributed Local Consistency Reinforcement....Pages 679-688 Potential Causality in Mixed Initiative Planning....Pages 689-698 Reactive Planning Simulation in Dynamic Environments with VirtualRobot....Pages 699-707 New Distributed Filtering-Consistency Approach to General Networks....Pages 708-717 A Systematic Search Strategy for Product Configuration....Pages 718-727 A Bayesian Framework for Groundwater Quality Assessment....Pages 728-738 Facilitating E-learning with a MARC to IEEE LOM Metadata Crosswalk Application....Pages 739-748 An Agent-Based Framework for Adaptive M-learning....Pages 749-758 Determination of Learning Scenarios in Intelligent Web-Based Learning Environment....Pages 759-768 An Intelligent GIS-Based Spatial Zoning System with Multiobjective Hybrid Metaheuristic Method....Pages 769-778 Dynamic User Profiles Based on Boolean Formulas....Pages 779-787 Application of Intelligent Information Retrieval Techniques to a Television Similar Program Guide....Pages 788-796 A Location Information System Based on Real-Time Probabilistic Position Inference....Pages 797-806 Expertise in a Hybrid Diagnostic-Recommendation System for SMEs: A Successful Real-Life Application....Pages 807-816 How to Speed Up Reasoning in a System with Uncertainty?....Pages 817-826 Efficient BDD Encodings for Partial Order Constraints with Application to Expert Systems in Software Verification....Pages 827-837 Abductive Validation of a Power-Grid Expert System Diagnoser....Pages 838-847 Integrating Web Services and Agent Technology for E-learning Course Content Maintenance....Pages 848-856 Chemical Reaction Metaphor in Distributed Learning Environments....Pages 857-866 An E-learning Support System Based on Qualitative Simulations for Assisting Consumers’ Decision Making....Pages 867-875 Methodology for Graphic Redesign Applied to Textile and Tile Pattern Design....Pages 876-885 Knowledge Representation on Design of Storm Drainage System....Pages 886-894 Test Case Sequences in System Testing: Selection of Test Cases for a Chain (Sequence) of Function Clusters....Pages 895-904 Supporting Constraint-Aided Conceptual Design from First Principles in Autodesk Inventor....Pages 905-914 Incremental Induction of Classification Rules for Cultural Heritage Documents....Pages 915-923 Applying Multi-class SVMs into Scene Image Classification....Pages 924-934 Machine Learning Approaches for Inducing Student Models....Pages 935-944 Monte Carlo Approach for Switching State-Space Models....Pages 945-954 Epistemological Remediation in Intelligent Tutoring Systems....Pages 955-966 XML-Based Learning Scenario Representation and Presentation in the Adaptive E-learning Environment....Pages 967-976 Building Ontologies for Interoperability among Learning Objects and Learners....Pages 977-986 Comparison of Different Coordination Strategies for the RoboCupRescue Simulation....Pages 987-996 Multiple Reinforcement Learning Agents in a Static Environment....Pages 997-1006 A Modular Architecture for a Multi-purpose Mobile Robot....Pages 1007-1015 An Agent-Based E-engineering Services Framework for Engineering Design and Optimization....Pages 1016-1022 Robust and Adaptive Tuning of Power System Stabilizers Using Artificial Neural Networks....Pages 1023-1032 Modified Bifurcating Neuron with Leaky-Integrate-and-Fire Model....Pages 1033-1042 An Application of Elman’s Recurrent Neural Networks to Harmonic Detection....Pages 1043-1052 Design of an Adaptive Artificial Neural Network for Online Voltage Stability Assessment....Pages 1053-1061 Mining Multivariate Associations within GIS Environments....Pages 1062-1071 Comparison between Objective Interestingness Measures and Real Human Interest in Medical Data Mining....Pages 1072-1081 Boosting with Data Generation: Improving the Classification of Hard to Learn Examples....Pages 1082-1091 Data Mining Approach for Analyzing Call Center Performance....Pages 1092-1101 The Cognitive Controller: A Hybrid, Deliberative/Reactive Control Architecture for Autonomous Robots....Pages 1102-1111 Intelligent Systems Integration for Data Acquisition and Modeling of Coastal Ecosystems....Pages 1112-1122 Extracting Patterns in Music for Composition via Markov Chains....Pages 1123-1132 Analyzing the Performance of Genetically Designed Short-Term Traffic Prediction Models Based on Road Types and Functional Classes....Pages 1133-1145 Nonstationary Time Series Prediction Using Local Models Based on Competitive Neural Networks....Pages 1146-1155 Predictive Modeling and Planning of Robot Trajectories Using the Self-Organizing Map....Pages 1156-1165 River Stage Forecasting with Particle Swarm Optimization....Pages 1166-1173 Convergence Analysis of a Neural Network Based on Generalised Compound Gradient Vector....Pages 1174-1183 Locating Oil Spill in SAR Images Using Wavelets and Region Growing....Pages 1184-1193 A New Edge-Grouping Algorithm for Multiple Complex Objects Localization....Pages 1194-1203 Processing and Analysis of Ground Penetrating Radar Landmine Detection....Pages 1204-1209 Tuning of Power System Stabilizers via Genetic Algorithm for Stabilization of Power Systems....Pages 1210-1219 An Application of Adaptive Genetic Algorithm in Financial Knapsack Problem....Pages 1220-1228 Assimilation Exchange Based Software Integration....Pages 1229-1238 Iterative Semi-supervised Learning: Helping the User to Find the Right Records....Pages 1239-1248 Semantic Analysis for Data Preparation of Web Usage Mining....Pages 1249-1258 Prediction of Preferences through Optimizing Users and Reducing Dimension in Collaborative Filtering System....Pages 1259-1268 Back Matter....Pages -
This book constitutes the refereed proceedings of the 17th International Conference on Industrial and Engineering Applications of Artificial Intelligence and Expert Systems, IEA/AIE 2004, held in Ottawa, Canada, in May 2004.
The 129 revised full papers presented were carefully reviewed and selected from 208 submissions. The papers are organized in topical sections on neural networks, bioinformatics, data mining, general applications, autonomous agents, intelligent systems, knowledge processing and NLP, intelligent user interfaces, evolutionary computing, fuzzy logic, human-roboter interaction, computer vision and image processing, machine learning and case-based reasoning, heuristic search, security, Internet applications, planning and scheduling, constraint satisfaction, e-learning, expert systems, applications to design, machine learning, and image processing.