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

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The IDEAL conference has become a unique, established and broad interdisciplinary forum for experts, researchers and practitioners in many fields to interact with each other and with leading academics and industries in the areas of machine learning, information processing, data mining, knowledge management, bio-informatics, neu- informatics, bio-inspired models, agents and distributed systems, and hybrid systems. This volume contains the papers presented at the 11th International Conference on Intelligent Data Engineering and Automated Learning (IDEAL 2010), which was held September 1–3, 2010 in the University of the West of Scotland, on its Paisley campus, 15 kilometres from the city of Glasgow, Scotland. All submissions were strictly pe- reviewed by the Programme Committee and only the papers judged with sufficient quality and novelty were accepted and included in the proceedings. The IDEAL conferences continue to evolve and this year’s conference was no exc- tion. The conference papers cover a wide variety of topics which can be classified by technique, aim or application. The techniques include evolutionary algorithms, artificial neural networks, association rules, probabilistic modelling, agent modelling, particle swarm optimization and kernel methods. The aims include regression, classification, clustering and generic data mining. The applications include biological information processing, text processing, physical systems control, video analysis and time series analysis.

Author(s): Aida de Haro-García (auth.), Colin Fyfe, Peter Tino, Darryl Charles, Cesar Garcia-Osorio, Hujun Yin (eds.)
Series: Lecture Notes in Computer Science 6283 : Information Systems and Applications, incl. Internet/Web, and HCI
Edition: 1
Publisher: Springer-Verlag Berlin Heidelberg
Year: 2010

Language: English
Pages: 398
Tags: Artificial Intelligence (incl. Robotics); Information Systems Applications (incl.Internet); Database Management; Information Storage and Retrieval; Computation by Abstract Devices; Algorithm Analysis and Problem Complexity

Front Matter....Pages -
Large Scale Instance Selection by Means of a Parallel Algorithm....Pages 1-12
Typed Linear Chain Conditional Random Fields and Their Application to Intrusion Detection....Pages 13-20
Generalized Derivative Based Kernelized Learning Vector Quantization....Pages 21-28
Cost Optimization of a Localized Irrigation System Using Genetic Algorithms....Pages 29-36
Dimension Reduction for Regression with Bottleneck Neural Networks....Pages 37-44
Analysing Satellite Image Time Series by Means of Pattern Mining....Pages 45-52
Sentences Generation by Frequent Parsing Patterns....Pages 53-62
Gallbladder Boundary Segmentation from Ultrasound Images Using Active Contour Model....Pages 63-69
On the Power of Topological Kernel in Microarray-Based Detection of Cancer....Pages 70-77
An Evolutionary Multi-objective Optimization of Market Structures Using PBIL....Pages 78-85
New Application of Graph Mining to Video Analysis....Pages 86-93
Classification by Multiple Reducts-kNN with Confidence....Pages 94-101
Towards Automatic Classification of Wikipedia Content....Pages 102-109
Investigating the Behaviour of Radial Basis Function Networks in Regression and Classification of Geospatial Data....Pages 110-117
A Comparison of Three Voting Methods for Bagging with the MLEM2 Algorithm....Pages 118-125
Simplified Self-Adapting Skip Lists....Pages 126-136
Multi-Agent Architecture with Support to Quality of Service and Quality of Control....Pages 137-144
Robust 1-Norm Soft Margin Smooth Support Vector Machine....Pages 145-152
A Generalization of Independence in Naive Bayes Model....Pages 153-161
Interval Filter: A Locality-Aware Alternative to Bloom Filters for Hardware Membership Queries by Interval Classification....Pages 162-169
Histogram Distance for Similarity Search in Large Time Series Database....Pages 170-177
The Penalty Avoiding Rational Policy Making Algorithm in Continuous Action Spaces....Pages 178-185
Applying Clustering Techniques to Reduce Complexity in Automated Planning Domains....Pages 186-193
The M-OLAP Cube Selection Problem: A Hyper-polymorphic Algorithm Approach....Pages 194-201
Privacy Preserving Technique for Euclidean Distance Based Mining Algorithms Using a Wavelet Related Transform....Pages 202-209
Extracting Features from an Electrical Signal of a Non-Intrusive Load Monitoring System....Pages 210-217
Annotation and Retrieval of Cell Images....Pages 218-225
Adaptive Particle Swarm Optimizer for Feature Selection....Pages 226-233
A Randomized Sphere Cover Classifier....Pages 234-241
Directed Figure Codes with Weak Equality....Pages 242-250
Surrogate Model for Continuous and Discrete Genetic Optimization Based on RBF Networks....Pages 251-258
Relevance of Contextual Information in Compression-Based Text Clustering....Pages 259-266
Simple Deterministically Constructed Recurrent Neural Networks....Pages 267-274
Non-negative Matrix Factorization Implementation Using Graphic Processing Units....Pages 275-283
A Neighborhood-Based Clustering by Means of the Triangle Inequality....Pages 284-291
Selection of Structures with Grid Optimization, in Multiagent Data Warehouse....Pages 292-299
Approximating the Covariance Matrix of GMMs with Low-Rank Perturbations....Pages 300-307
Learning Negotiation Policies Using IB3 and Bayesian Networks....Pages 308-315
Trajectory Based Behavior Analysis for User Verification....Pages 316-323
Discovering Concept Mappings by Similarity Propagation among Substructures....Pages 324-333
Clustering and Visualizing SOM Results....Pages 334-343
A Hybrid Evolutionary Algorithm to Quadratic Three-Dimensional Assignment Problem with Local Search for Many-Core Graphics Processors....Pages 344-351
Evolution Strategies for Objective Functions with Locally Correlated Variables....Pages 352-359
Neural Data Analysis and Reduction Using Improved Framework of Information-Preserving EMD....Pages 360-367
Improving the Performance of the Truncated Fourier Series Least Squares (TFSLS)Power System Load Model Using an Artificial Neural Network Paradigm....Pages 368-378
An Efficient Approach to Clustering Real-Estate Listings....Pages 379-386
Incremental Update of Cyclic Association Rules....Pages 387-395
Back Matter....Pages -