Intelligent Data Engineering and Automated Learning - IDEAL 2007 : 8th International Conference, Birmingham, UK, December 16-19, 2007, Proceedings

by Yin, Hujun; Tino, Peter; Corchado, Emilio; Byrne, Will; Yao, Xin

• ISBN13: 9783540772255
• ISBN10: 3540772251
• Format: Paperback
• Copyright: 2008-01-28
• Publisher: Springer-Verlag New York Inc

Summary

This book constitutes the refereed proceedings of the 8th International Conference on Intelligent Data Engineering and Automated Learning, IDEAL 2007, held in Birmingham, UK, in December 2007. The papers include topical sections on learning and information processing, data mining and information management, bioinformatics and neuroinformatics, agents and distributed systems, financial engineering and modeling, and agent-based approach to service sciences.

Table of Contents

Support Function Machines	p. 1
Different Bayesian Network Models in the Classification of Remote Sensing Images	p. 10
Croup Decision Making with Triangular Fuzzy Linguistic Variables	p. 17
Sparse Kernel Modelling: A Unified Approach	p. 27
Advanced Forecasting and Classification Technique for Condition Monitoring of Rotating Machinery	p. 37
Out of Bootstrap Estimation of Generalization Error Curves in Bagging Ensembles	p. 47
An Edit Distance Approach to Shallow Semantic Labeling	p. 57
A Comparison of One-Class Classifiers for Novelty Detection in Forensic Case Data	p. 67
Variational GTM	p. 77
Skill Combination for Reinforcement Learning	p. 87
A New Recurring Multistage. Evolutionary Algorithm for Solving Problems Efficiently	p. 97
The Effect of Missing Wind Speed Data on Wind Power Estimation	p. 107
Exploration of a Text Collection and Identification of Topics by Clustering	p. 115
Asynchronous BCI Control of a Robot Simulator with Supervised Online Training	p. 125
Fuzzy Ridge Regression with Non Symmetric Membership Functions and Quadratic Models	p. 135
A Subjective and Objective Integrated Method for MAGDM Problems with Multiple Types of Exact Preference Formals	p. 145
Energy Saving by Means of Fuzzy Systems	p. 155
A Comparative Study of Local Classifiers Based on Clustering Techniques and One-Layer Neural Networks	p. 168
Filter Methods for Feature Selection A Comparative Study	p. 178
FPGA-Based Architecture for Computing Testors	p. 188
Minimal BSDT Abstract, Selectional Machines and Their Selectional and Computational Performance	p. 198
Active Learning for Regression Based on Query by Committee	p. 209
Influence of Wavelet Frequency and Orientation in an SVM-Based Parallel Gabor PCA Face Verification System	p. 219
Wrapping the Naive Bayes Classifier to Relax the Effect of Dependences	p. 229
Preference Learning from Interval Pairwise Data. A Distance-Based Approach	p. 240
Psychometric Functions Within the Framework of Binary Signal Detection Theory: Coding the Face Identity	p. 248
Load Forecasting with Support Vector Machines and Semi-parametric Method	p. 258
Reproducing Kernel Hilbert Space Methods to Reduce Pulse Compression Sidelobes	p. 268
Support Kernel Machine-Baaed Active Learning to Find Labels and a Proper Kernel Simultaneously	p. 277
Making Class Bias Useful: A Strategy of Learning from Imbalanced Data	p. 287
Detecting Flushing E-mails by Heterogeneous Classification	p. 296
Load Balancing in Fault Tolerant Video Server	p. 306
Position-Aware String Kernels with Weighted Shifts and a General Framework to Apply String Kernels to Other Structured. Data	p. 316
A New Regression Based Software Cost Estimation Model Using Power Values	p. 326
Visualising and Clustering Video Data	p. 335
Neural Network-Based Receiver for Uplink Multiuser Code Division Multiple Access Communication System	p. 345
Evolving Tree Algorithm Modifications	p. 356
A Linear Learning Method fur Multilayer Perceptrons Using Least-Squares	p. 365
A Discriminative Model Corresponding to Hierarchical HMMs	p. 375
Finding Unsatisfiable Subformulas with Stochastic Method	p. 385
A New Efficient Approach in Clustering Ensembles	p. 395
An Evolutionary Hyperheuristic to Solve Strip-Packing Problems	p. 406
Statistical Analysis of Sample-Size Effects in ICA	p. 416
HPGP: An Abstraction-Based Framework for Decision-Theoretic Planning	p. 426
Correction of Medical Handwriting OCR Based on Semantic Similarity	p. 437
Multiple Classifier Fusion Using k-Nearest Localized Templates	p. 447
Color Image Segmentation Applied to Medical Domain	p. 457
Hierarchical Program Representation for Program Element Matching	p. 467
A Combination-of-Tools Method for Learning Interpretable Fuzzy Rule-Based Classifiers from Support Vector Machines	p. 477
An Effective Content-Based Image Retrieval System by Hierarchial Segmentation	p. 487
Knowledge Extraction from Unstructured Surface Meshes	p. 497
Clustering with Reinforcement Learning	p. 507
Mining Frequent Itemsets in Large Data Warehouses: A Novel Approach Proposed for Sparse Data Sets	p. 517
A Sparse Bayesian Position Weighted Bio-Kernel Network	p. 527
Square Penalty Support Vector Regression	p. 537
Constructing Accurate Fuzzy Rule-Based Classification Systems Using Apriori Principles and Rule-Weighting	p. 547
Visualization of Topology Representing Networks	p. 557
The Outer Impartation Information Content of Rules and Rule Sets	p. 567
An Engineering Approach to Data Mining Projects	p. 578
Classifying Polyphonic Melodies by Chord Estimation Based on Hidden Markov Model	p. 589
Elastic Non-contiguous Sequence Pattern Detection for Data Stream Monitoring	p. 599
Joint Cutoff Probabilistic Estimation Using Simulation: A Mailing Campaign Application	p. 609
Segmentation and Annotation of Audiovisual Recordings Based on Automated Speech Recognition	p. 620
Mining Disjunctive Sequential Patterns from News Stream	p. 630
A New Dissimilarity Measure Between Trees by Decomposition of Unit-Cost Edit Distance	p. 643
Optimizing Web Structures Using Web Mining Techniques	p. 653
A Collaborative Recommender System Based on Asymmetric User Similarity	p. 663
Stop Wasting Time: On Predicting the Success or Failure of Learning for Industrial Applications	p. 673
Parallel Wavelet Transform for Spatio-temporal Outlier Detection in Large Meteorological Data	p. 684
A Tool for Web Usage Mining	p. 695
An Algorithm to Mine General Association Rules from Tabular Data	p. 705
Intrusion Detection at Packet Level by Unsupervised Architectures	p. 718
Quality of Adaptation of Fusion ViSOM	p. 728
Classification Based on the Trace of Variables over Time	p. 739
Extracting Meaningful Contexts from Mobile Life Log	p. 750
Topological Tree Clustering of Social Network Search Results	p. 760
A Framework to Analyze Biclustering Results on Microarray Experiments	p. 770
Methods to Bicluster Validation and Comparison in Microarray Data	p. 780
Capturing Heuristics and Intelligent Methods for Improving Micro-array Data Classification	p. 790
Classification of Microarrays with kNN: Comparison of Dimensionality Reduction Methods	p. 800
Protein Data Condensation for Effective! Quaternary Structure Classification	p. 810
PINCoC: A Co-clustering Based Approach to Analyze Protein-Protein Interaction Networks	p. 821
Discovering [alpha]-Patterns from Gone Expression Data	p. 831
Biclusters Evaluation Based on Shifting and Scaling Patterns	p. 840
A Deterministic Model to Infer Gene Networks from Microarray Data	p. 850
Profiling of High-Throughput Mass Spectrometry Data for Ovarian Cancer Detection	p. 860
Adapting Machine! Learning Technique for Periodicity Detection in Nuclesomal Locations in Sequences	p. 870
Analysis of Tiling Microarray Data by Learning Vector Quantization and Relevance Learning	p. 880
Discriminating Microbial Species Using Protein Sequence Properties and Machine Learning	p. 890
Automatic Prognostic Determination and Evolution of Cognitive Decline Using Artificial Neural Networks	p. 898
SCSTallocator: Sized and Call-Site Tracing-Bused Shared Memory Allocator for False Sharing Reduction in Page-Based DSM Systems	p. 908
A Hybrid Social Model for Simulating the Effects of Policies on Residential Power Consumption	p. 919
On Intelligent Interface Agents for Human Based Computation	p. 930
Reverse Engineering an Agent-Based Hidden Markov Model for Complex Social Systems	p. 940
Effects of Neighbourhood Structure on Evolution of Cooperation in N-Player Iterated Prisoner's Dilemma	p. 950
Interface Agents' Design for a DPT Transportation System Using PASSI	p. 960
A Multi-agent System Approach to Power System Topology Verification	p. 970
A System for Efficient Portfolio Management	p. 980
Partitioning-Clustering Techniques Applied to the Electricity Price Time Series	p. 990
Time-Series Prediction Using Self-Organising Mixture Autoregressive Network	p. 1000
Adjusting the Generalized Pareto Distribution with Evolution Strategies - An application to a Spanish Motor Liability Insurance Database	p. 1010
Independent Factor Reinforcement Learning for Portfolio Management	p. 1020
Discrete Time Portfolio Selection with Levy Processes	p. 1032
Analyzing the Influence of Overconfident Investors on Financial Markets Through Agent-Based Model	p. 1042
Modularity, Product Innovation, and Consumer Satisfaction: An Agent-Based Approach	p. 1053
An Agent-Based Model of Interactions in the Payment Card Market	p. 1063
The Possibility of an Epidemic Meme Analogy for Web Community Population Analysis	p. 1073
The Econometric Analysis of Agent-Based Models in Finance: An Application	p. 1081
Short Run Dynamics in an Artificial Futures Market with Human Subjects	p. 1092
Video-Based Conjoint Analysis and Agent Based Simulation for Estimating Customer's Behavior	p. 1102
Effect of the Number of Users and Bias of Users' Preference on Recommender Systems	p. 1112
Exploring Quantitative Evaluation Criteria, for Service and Potentials of New Service in Transportation: Analyzing Transport Networks of Railway, Subway, and Waterbus	p. 1122
Saw-Tooth Algorithm Guided by the Variance of Best Individual Distributions for Designing Evolutionary Neural Networks	p. 1131
Using a Genetic Algorithm For Editing k-Nearest Neighbor Classifiers	p. 1141
An Evolution of Geometric Structures Algorithm for the Automatic Classification of HRR Radar Targets	p. 1151
Hybrid Cross-Entropy Method/Hopfield Neural Network for Combinatorial Optimization Problems	p. 1160
Author Index	p. 1171
Table of Contents provided by Blackwell. All Rights Reserved.