Innovations in Hybrid Intelligent Systems

Ajith Abraham (auth.), Prof. Emilio Corchado, Prof. Juan M. Corchado, Prof. Ajith Abraham (eds.)3540749713, 9783540749714

Hybrid Artificial Intelligence Systems (HAIS) combines symbolic and sub-symbolic techniques to construct more robust and reliable problem solving models. This volume focused on “Hybrid Artificial Intelligence Systems” contains a collection of papers that were presented at the 2nd International Workshop on Hybrid Artificial Intelligence Systems, held in 12 – 13 November, 2007, Salamanca, Spain. This carefully edited book provides a comprehensive overview of the recent advances in the hybrid intelligent systems and covers a wide range of application areas, including data analysis and data mining, intelligent control, pattern recognition, robotics, optimization, etc. The book is aimed at researchers, practitioners and postgraduate students who are engaged in developing and applying advanced intelligent systems principles to solving real-world problems.

Table of contents :
Front Matter….Pages I-XV
Hybrid Artificial Intelligence Systems….Pages XVI-XVI
Analysis of Emergent Properties in a Hybrid Bio-inspired Architecture for Cognitive Agents….Pages 1-8
Using Semantic Causality Graphs to Validate MAS Models….Pages 9-16
A Multiagent Framework to Animate Socially Intelligent Agents….Pages 17-24
Context Aware Hybrid Agents on Automated Dynamic Environments….Pages 25-32
Sensitive Stigmergic Agent Systems — A Hybrid Approach to Combinatorial Optimization….Pages 33-39
Agent-Based Social Modeling and Simulation with Fuzzy Sets….Pages 40-47
Stage-Dependent Fuzzy-valued Loss Function in Two-Stage Binary Classifier….Pages 48-55
A Feature Selection Method Using a Fuzzy Mutual Information Measure….Pages 56-63
Interval Type-2 ANFIS….Pages 64-71
A Vision-Based Hybrid Classifier for Weeds Detection in Precision Agriculture Through the Bayesian and Fuzzy k-Means Paradigms….Pages 72-79
Development of Multi-output Neural Networks for Data Integration — A Case Study….Pages 80-87
Combined Projection and Kernel Basis Functions for Classification in Evolutionary Neural Networks….Pages 88-95
Modeling Heterogeneous Data Sets with Neural Networks….Pages 96-103
A Computational Model of the Equivalence Class Formation Psychological Phenomenon….Pages 104-111
Data Security Analysis Using Unsupervised Learning and Explanations….Pages 112-119
Finding Optimal Model Parameters by Discrete Grid Search….Pages 120-127
A Hybrid Algorithm for Solving Clustering Problems….Pages 128-135
Clustering Search Heuristic for the Capacitated p -Median Problem….Pages 136-143
Experiments with Trained and Untrained Fusers….Pages 144-150
Fusion of Visualization Induced SOM….Pages 151-158
Open Intelligent Robot Controller Based on Field-Bus and RTOS….Pages 159-166
Evolutionary Controllers for Snake Robots Basic Movements….Pages 167-174
Evolution of Neuro-controllers for Multi-link Robots….Pages 175-182
Solving Linear Difference Equations by Means of Cellular Automata….Pages 183-190
Automated Classification Tree Evolution Through Hybrid Metaheuristics….Pages 191-198
Machine Learning to Analyze Migration Parameters in Parallel Genetic Algorithms….Pages 199-206
Collaborative Evolutionary Swarm Optimization with a Gauss Chaotic Sequence Generator….Pages 207-214
A New PSO Algorithm with Crossover Operator for Global Optimization Problems….Pages 215-222
Solving Bin Packing Problem with a Hybridization of Hard Computing and Soft Computing….Pages 223-230
Design of Artificial Neural Networks Based on Genetic Algorithms to Forecast Time Series….Pages 231-238
Experimental Analysis for the Lennard-Jones Problem Solution….Pages 239-246
Application of Genetic Algorithms to Strip Hot Rolling Scheduling….Pages 247-254
Synergy of PSO and Bacterial Foraging Optimization — A Comparative Study on Numerical Benchmarks….Pages 255-263
Bayes-Based Relevance Feedback Method for CBIR….Pages 264-271
A Novel Hierarchical Block Image Retrieval Scheme Based Invariant Features….Pages 272-279
A New Unsupervised Hybrid Classifier for Natural Textures in Images….Pages 280-287
Visual Texture Characterization of Recycled Paper Quality….Pages 288-295
Combining Improved FYDPS Neural Networks and Case-Based Planning — A Case Study….Pages 296-303
CBR Contributions to Argumentation in MAS….Pages 304-311
Case-Base Maintenance in an Associative Memory Organized by a Self-Organization Map….Pages 312-319
Hybrid Multi Agent-Neural Network Intrusion Detection with Mobile Visualization….Pages 320-328
Knowledge Extraction from Environmental Data Through a Cognitive Architecture….Pages 329-336
A Model of Affective Entities for Effective Learning Environments….Pages 337-344
Image Restoration in Electron Cryotomography — Towards Cellular Ultrastructure at Molecular Level….Pages 345-352
SeqTrim — A Validation and Trimming Tool for All Purpose Sequence Reads….Pages 353-360
A Web Tool to Discover Full-Length Sequences — Full-Lengther….Pages 361-368
Discovering the Intrinsic Dimensionality of BLOSUM Substitution Matrices Using Evolutionary MDS….Pages 369-376
Autonomous FYDPS Neural Network-Based Planner Agent for Health Care in Geriatric Residences….Pages 377-384
Structure-Preserving Noise Reduction in Biological Imaging….Pages 385-392
Ensemble of Support Vector Machines to Improve the Cancer Class Prediction Based on the Gene Expression Profiles….Pages 393-400
NATPRO-C13 — An Interactive Tool for the Structural Elucidation of Natural Compounds….Pages 401-410
Application of Chemoinformatic Tools for the Analysis of Virtual Screening Studies of Tubulin Inhibitors….Pages 411-417
Identification of Glaucoma Stages with Artificial Neural Networks Using Retinal Nerve Fibre Layer Analysis and Visual Field Parameters….Pages 418-424
Dimensional Reduction in the Protein Secondary Structure Prediction — Nonlinear Method Improvements….Pages 425-432
Focused Crawling for Retrieving Chemical Information….Pages 433-438
Optimal Portfolio Selection with Threshold in Stochastic Market….Pages 439-445
Classification Based on Association Rules for Adaptive Web Systems….Pages 446-453
Statistical Selection of Relevant Features to Classify Random, Scale Free and Exponential Networks….Pages 454-461
Open Partner Grid Service Architecture in eBusiness….Pages 462-469
An Architecture to Support Programming Algorithm Learning by Problem Solving….Pages 470-477
Explain a Weblog Community….Pages 478-485
Implementing Data Mining to Improve a Game Board Based on Cultural Algorithms….Pages 486-493
Back Matter….Pages 495-497