Intelligent Data Engineering and Automated Learning -- IDEAL 2010 : 11th International Conference, Paisley, UK, September 1-3, 2010, Proceedings

by Fyfe, Colin; Tino, Peter; Charles, Darryl; Garcia Osorio, Cesar; Yin, Hujun

• ISBN13: 9783642153808
• ISBN10: 3642153801
• Edition: 1st
• Format: Paperback
• Copyright: 2011-07-13
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 11th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2010, held in Paisley, Scotland, in September 2010. The 47 revised full papers presented were carefully reviewed and selected from many submissions for inclusion in the book and present the latest theoretical advances and real-world applications in computational intelligence.

Table of Contents

Large Scale Instance Selection by Means of a Parallel Algorithm	p. 1
Typed Linear Chain Conditional Random Fields and Their Application to Intrusion Detection	p. 13
Generalized Derivative Based Kernelized Learning Vector Quantization	p. 21
Cost Optimization of a Localized Irrigation System Using Genetic Algorithms	p. 29
Dimension Reduction for Regression with Bottleneck Neural Networks	p. 37
Analysing Satellite Image Time Series by Means of Pattern Mining	p. 45
Sentences Generation by Frequent Parsing Patterns	p. 53
Gallbladder Boundary Segmentation from Ultrasound Images Using Active Contour Model	p. 63
On the Power of Topological Kernel in Microarray-Based Detection of Cancer	p. 70
An Evolutionary Multi-objective Optimization of Market Structures Using PBIL	p. 78
New Application of Graph Mining to Video Analysis	p. 86
Classification by Multiple Reducts-kNN with Confidence	p. 94
Towards Automatic Classification of Wikipedia Content	p. 102
Investigating the Behaviour of Radial Basis Function Networks in Regression and Classification of Geospatial Data	p. 110
A Comparison of Three-Voting Methods for Bagging with the MLEM2 Algorithm	p. 118
Simplified Self-adapting Skip Lists	p. 126
Multi-Agent Architecture with Support to Quality of Service and Quality of Service and Quality of Control	p. 137
Robust 1-Norm Soft Margin Smooth Support Vector Machine	p. 145
A Generalization of Independence in Naive Bayes Model	p. 153
Interval Filter: A Locality-Aware Alternative to Bloom Filters for Hardware Membership Queries by Interval Classification	p. 162
Histogram Distance for Similarity Search in Large Time Series Database	p. 170
The Penalty Avoiding Rational Policy Making Algorithm in Continuous Action Spaces	p. 178
Applying Clustering Techniques to Reduce Complexity in Automated Planning Domains	p. 186
The M-OLAP Cube Selection Problem: A Hyper-polymorphic Algorithm Approach	p. 194
Privacy Preserving Technique for Euclidean Distance Based Mining Algorithms Using a Wavelet Related Transform	p. 202
Extracting Features from an Electrical Signal of a Non-Intrusive Load Monitoring System	p. 210
Annotation and Retrieval of Cell Images	p. 218
Adaptive Particle Swarm Optimizer for Feature Selection	p. 226
A Randomized Sphere Cover Classifier	p. 234
Directed Figure Codes with Weak Equality	p. 242
Surrogate Model for Continuous and Discrete Genetic Optimization Based on RBF Networks	p. 251
Relevance of Contextual Information in Compression-Based Text Clustering	p. 259
Simple Deterministically Constructed Recurrent Neural Networks	p. 267
Non-negative Matrix Factorization Implementation Using Graphic Processing Units	p. 275
A Neighborhood-Based Clustering by Means of the Triangle Inequality	p. 284
Selection of Structures with Grid Optimization, in Multiagent Data Warehouse	p. 292
Approximating the Covariance Matrix of GMMs with Low-Rank Perturbations	p. 300
Learning Negotiation Policies Using IB3 and Bayesian Networks	p. 308
Trajectory Based Behavior Analysis for User Verification	p. 316
Discovering Concept Mappings by Similarity Propagation among Substructures	p. 324
Clustering and Visualizing SOM Results	p. 334
A Hybrid Evolutionary Algorithm to Quadratic Three-Dimensional Assignment Problem with Local Search for Many-Core Graphics Processors	p. 344
Evolution Strategies for Objective Functions with Locally Correlated Variables	p. 352
Neural Data Analysis and Reduction Using Improved Framework of Information-Preserving EMD	p. 360
Improving the Performance of the Truncated Fourier Series Least Squares (TFSLS) Power System Load Model Using an Artificial Neural Network Paradigm	p. 368
An Efficient Approach to Clustering Real-Estate Listings	p. 379
Incremental Update of Cyclic Association Rules	p. 387
Author Index	p. 397
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