Jiuzhen Liang (auth.), Hujun Yin, Peter Tino, Emilio Corchado, Will Byrne, Xin Yao (eds.)3540772251, 9783540772255
The 170 revised full papers presented were carefully reviewed and selected from more than 270 submissions. The papers are organized in topical sections on learning and information processing, data mining and information management, bioinformatics and neuroinformatics, agents and distributed systems, financial engineering and modeling, agent-based approach to service sciences, as well as neural-evolutionary fusion algorithms and their applications.
Table of contents :
Front Matter….Pages –
Support Function Machines….Pages 1-9
Different Bayesian Network Models in the Classification of Remote Sensing Images….Pages 10-16
Group Decision Making with Triangular Fuzzy Linguistic Variables….Pages 17-26
Sparse Kernel Modelling: A Unified Approach….Pages 27-36
Advanced Forecasting and Classification Technique for Condition Monitoring of Rotating Machinery….Pages 37-46
Out of Bootstrap Estimation of Generalization Error Curves in Bagging Ensembles….Pages 47-56
An Edit Distance Approach to Shallow Semantic Labeling….Pages 57-66
A Comparison of One-Class Classifiers for Novelty Detection in Forensic Case Data….Pages 67-76
Variational GTM….Pages 77-86
Skill Combination for Reinforcement Learning….Pages 87-96
A New Recurring Multistage Evolutionary Algorithm for Solving Problems Efficiently….Pages 97-106
The Effect of Missing Wind Speed Data on Wind Power Estimation….Pages 107-114
Exploration of a Text Collection and Identification of Topics by Clustering….Pages 115-124
Asynchronous BCI Control of a Robot Simulator with Supervised Online Training….Pages 125-134
Fuzzy Ridge Regression with Non Symmetric Membership Functions and Quadratic Models….Pages 135-144
A Subjective and Objective Integrated Method for MAGDM Problems with Multiple Types of Exact Preference Formats….Pages 145-154
Energy Saving by Means of Fuzzy Systems….Pages 155-167
A Comparative Study of Local Classifiers Based on Clustering Techniques and One-Layer Neural Networks….Pages 168-177
Filter Methods for Feature Selection – A Comparative Study….Pages 178-187
FPGA-Based Architecture for Computing Testors….Pages 188-197
Minimal BSDT Abstract Selectional Machines and Their Selectional and Computational Performance….Pages 198-208
Active Learning for Regression Based on Query by Committee….Pages 209-218
Influence of Wavelet Frequency and Orientation in an SVM-Based Parallel Gabor PCA Face Verification System….Pages 219-228
Wrapping the Naive Bayes Classifier to Relax the Effect of Dependences….Pages 229-239
Preference Learning from Interval Pairwise Data. A Distance-Based Approach….Pages 240-247
Psychometric Functions Within the Framework of Binary Signal Detection Theory: Coding the Face Identity….Pages 248-257
Load Forecasting with Support Vector Machines and Semi-parametric Method….Pages 258-267
Reproducing Kernel Hilbert Space Methods to Reduce Pulse Compression Sidelobes….Pages 268-276
Support Kernel Machine-Based Active Learning to Find Labels and a Proper Kernel Simultaneously….Pages 277-286
Making Class Bias Useful: A Strategy of Learning from Imbalanced Data….Pages 287-295
Detecting Phishing E-mails by Heterogeneous Classification….Pages 296-305
Load Balancing in Fault Tolerant Video Server….Pages 306-315
Position-Aware String Kernels with Weighted Shifts and a General Framework to Apply String Kernels to Other Structured Data….Pages 316-325
A New Regression Based Software Cost Estimation Model Using Power Values….Pages 326-334
Visualising and Clustering Video Data….Pages 335-344
Neural Network-Based Receiver for Uplink Multiuser Code Division Multiple Access Communication System….Pages 345-355
Evolving Tree Algorithm Modifications….Pages 356-364
A Linear Learning Method for Multilayer Perceptrons Using Least-Squares….Pages 365-374
A Discriminative Model Corresponding to Hierarchical HMMs….Pages 375-384
Finding Unsatisfiable Subformulas with Stochastic Method….Pages 385-394
A New Efficient Approach in Clustering Ensembles….Pages 395-405
An Evolutionary Hyperheuristic to Solve Strip-Packing Problems….Pages 406-415
Statistical Analysis of Sample-Size Effects in ICA….Pages 416-425
HPGP: An Abstraction-Based Framework for Decision-Theoretic Planning….Pages 426-436
Correction of Medical Handwriting OCR Based on Semantic Similarity….Pages 437-446
Multiple Classifier Fusion Using k -Nearest Localized Templates….Pages 447-456
Color Image Segmentation Applied to Medical Domain….Pages 457-466
Hierarchical Program Representation for Program Element Matching….Pages 467-476
A Combination-of-Tools Method for Learning Interpretable Fuzzy Rule-Based Classifiers from Support Vector Machines….Pages 477-486
An Effective Content-Based Image Retrieval System by Hierachical Segmentation….Pages 487-496
Knowledge Extraction from Unstructured Surface Meshes….Pages 497-506
Clustering with Reinforcement Learning….Pages 507-516
Mining Frequent Itemsets in Large Data Warehouses: A Novel Approach Proposed for Sparse Data Sets….Pages 517-526
A Sparse Bayesian Position Weighted Bio-Kernel Network….Pages 527-536
Square Penalty Support Vector Regression….Pages 537-546
Constructing Accurate Fuzzy Rule-Based Classification Systems Using Apriori Principles and Rule-Weighting….Pages 547-556
Visualization of Topology Representing Networks….Pages 557-566
The Outer Impartation Information Content of Rules and Rule Sets….Pages 567-577
An Engineering Approach to Data Mining Projects….Pages 578-588
Classifying Polyphonic Melodies by Chord Estimation Based on Hidden Markov Model….Pages 589-598
Elastic Non-contiguous Sequence Pattern Detection for Data Stream Monitoring….Pages 599-608
Joint Cutoff Probabilistic Estimation Using Simulation: A Mailing Campaign Application….Pages 609-619
Segmentation and Annotation of Audiovisual Recordings Based on Automated Speech Recognition….Pages 620-629
Mining Disjunctive Sequential Patterns from News Stream….Pages 630-642
A New Dissimilarity Measure Between Trees by Decomposition of Unit-Cost Edit Distance….Pages 643-652
Optimizing Web Structures Using Web Mining Techniques….Pages 653-662
A Collaborative Recommender System Based on Asymmetric User Similarity….Pages 663-672
Stop Wasting Time: On Predicting the Success or Failure of Learning for Industrial Applications….Pages 673-683
Parallel Wavelet Transform for Spatio-temporal Outlier Detection in Large Meteorological Data….Pages 684-694
A Tool for Web Usage Mining….Pages 695-704
An Algorithm to Mine General Association Rules from Tabular Data….Pages 705-717
Intrusion Detection at Packet Level by Unsupervised Architectures….Pages 718-727
Quality of Adaptation of Fusion ViSOM….Pages 728-738
Classification Based on the Trace of Variables over Time….Pages 739-749
Extracting Meaningful Contexts from Mobile Life Log….Pages 750-759
Topological Tree Clustering of Social Network Search Results….Pages 760-769
A Framework to Analyze Biclustering Results on Microarray Experiments….Pages 770-779
Methods to Bicluster Validation and Comparison in Microarray Data….Pages 780-789
Capturing Heuristics and Intelligent Methods for Improving Micro-array Data Classification….Pages 790-799
Classification of Microarrays with kNN: Comparison of Dimensionality Reduction Methods….Pages 800-809
Protein Data Condensation for Effective Quaternary Structure Classification….Pages 810-820
PINCoC : A Co-clustering Based Approach to Analyze Protein-Protein Interaction Networks….Pages 821-830
Discovering α –Patterns from Gene Expression Data….Pages 831-839
Biclusters Evaluation Based on Shifting and Scaling Patterns….Pages 840-849
A Deterministic Model to Infer Gene Networks from Microarray Data….Pages 850-859
Profiling of High-Throughput Mass Spectrometry Data for Ovarian Cancer Detection….Pages 860-869
Adapting Machine Learning Technique for Periodicity Detection in Nucleosomal Locations in Sequences….Pages 870-879
Analysis of Tiling Microarray Data by Learning Vector Quantization and Relevance Learning….Pages 880-889
Discriminating Microbial Species Using Protein Sequence Properties and Machine Learning….Pages 890-897
Automatic Prognostic Determination and Evolution of Cognitive Decline Using Artificial Neural Networks….Pages 898-907
SCSTallocator: Sized and Call-Site Tracing-Based Shared Memory Allocator for False Sharing Reduction in Page-Based DSM Systems….Pages 908-918
A Hybrid Social Model for Simulating the Effects of Policies on Residential Power Consumption….Pages 919-929
On Intelligent Interface Agents for Human Based Computation….Pages 930-939
Reverse Engineering an Agent-Based Hidden Markov Model for Complex Social Systems….Pages 940-949
Effects of Neighbourhood Structure on Evolution of Cooperation in N-Player Iterated Prisoner’s Dilemma….Pages 950-959
Interface Agents’ Design for a DRT Transportation System Using PASSI….Pages 960-969
A Multi-agent System Approach to Power System Topology Verification….Pages 970-979
A System for Efficient Portfolio Management….Pages 980-989
Partitioning-Clustering Techniques Applied to the Electricity Price Time Series….Pages 990-999
Time-Series Prediction Using Self-Organising Mixture Autoregressive Network….Pages 1000-1009
Adjusting the Generalized Pareto Distribution with Evolution Strategies – An application to a Spanish Motor Liability Insurance Database….Pages 1010-1019
Independent Factor Reinforcement Learning for Portfolio Management….Pages 1020-1031
Discrete Time Portfolio Selection with Lévy Processes….Pages 1032-1041
Analyzing the Influence of Overconfident Investors on Financial Markets Through Agent-Based Model….Pages 1042-1052
Modularity, Product Innovation, and Consumer Satisfaction: An Agent-Based Approach….Pages 1053-1062
An Agent-Based Model of Interactions in the Payment Card Market….Pages 1063-1072
The Possibility of an Epidemic Meme Analogy for Web Community Population Analysis….Pages 1073-1080
The Econometric Analysis of Agent-Based Models in Finance: An Application….Pages 1081-1091
Short Run Dynamics in an Artificial Futures Market with Human Subjects….Pages 1092-1101
Video-Based Conjoint Analysis and Agent Based Simulation for Estimating Customer’s Behavior….Pages 1102-1111
Effect of the Number of Users and Bias of Users’ Preference on Recommender Systems….Pages 1112-1121
Exploring Quantitative Evaluation Criteria for Service and Potentials of New Service in Transportation: Analyzing Transport Networks of Railway, Subway, and Waterbus….Pages 1122-1130
Saw-Tooth Algorithm Guided by the Variance of Best Individual Distributions for Designing Evolutionary Neural Networks….Pages 1131-1140
Using a Genetic Algorithm for Editing k-Nearest Neighbor Classifiers….Pages 1141-1150
An Evolution of Geometric Structures Algorithm for the Automatic Classification of HRR Radar Targets….Pages 1151-1159
Hybrid Cross-Entropy Method/Hopfield Neural Network for Combinatorial Optimization Problems….Pages 1160-1169
Back Matter….Pages –
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