Machine Learning and Data Mining in Pattern Recognition: 6th International Conference, MLDM 2009, Leipzig, Germany, July 23-25, 2009. Proceedings

Front Matter....Pages -
Improved Comprehensibility and Reliability of Explanations via Restricted Halfspace Discretization....Pages 1-15
Selection of Subsets of Ordered Features in Machine Learning....Pages 16-28
Combination of Vector Quantization and Visualization....Pages 29-43
Discretization of Target Attributes for Subgroup Discovery....Pages 44-52
Preserving Privacy in Time Series Data Classification by Discretization....Pages 53-67
Using Resampling Techniques for Better Quality Discretization....Pages 68-81
A Large Margin Classifier with Additional Features....Pages 82-95
Sequential EM for Unsupervised Adaptive Gaussian Mixture Model Based Classifier....Pages 96-106
Optimal Double-Kernel Combination for Classification....Pages 107-122
Efficient AdaBoost Region Classification....Pages 123-136
A Linear Classification Method in a Very High Dimensional Space Using Distributed Representation....Pages 137-147
PMCRI: A Parallel Modular Classification Rule Induction Framework....Pages 148-162
Dynamic Score Combination: A Supervised and Unsupervised Score Combination Method....Pages 163-177
ODDboost: Incorporating Posterior Estimates into AdaBoost....Pages 178-190
Ensemble Learning: A Study on Different Variants of the Dynamic Selection Approach....Pages 191-205
Relevance and Redundancy Analysis for Ensemble Classifiers....Pages 206-220
Drift-Aware Ensemble Regression....Pages 221-235
Concept Drifting Detection on Noisy Streaming Data in Random Ensemble Decision Trees....Pages 236-250
Mining Multiple Level Non-redundant Association Rules through Two-Fold Pruning of Redundancies....Pages 251-265
Pattern Mining with Natural Language Processing: An Exploratory Approach....Pages 266-279
Is the Distance Compression Effect Overstated? Some Theory and Experimentation....Pages 280-294
Fast Local Support Vector Machines for Large Datasets....Pages 295-310
The Effect of Domain Knowledge on Rule Extraction from Support Vector Machines....Pages 311-321
Towards B-Coloring of SOM....Pages 322-336
CSBIterKmeans: A New Clustering Algorithm Based on Quantitative Assessment of the Clustering Quality....Pages 337-346
Agent-Based Non-distributed and Distributed Clustering....Pages 347-360
An Evidence Accumulation Approach to Constrained Clustering Combination....Pages 361-371
Fast Spectral Clustering with Random Projection and Sampling....Pages 372-384
How Much True Structure Has Been Discovered?....Pages 385-397
Efficient Clustering of Web-Derived Data Sets....Pages 398-412
A Probabilistic Approach for Constrained Clustering with Topological Map....Pages 413-426
Relational Frequent Patterns Mining for Novelty Detection from Data Streams....Pages 427-439
A Comparative Study of Outlier Detection Algorithms....Pages 440-453
Outlier Detection with Explanation Facility....Pages 454-464
Concept Learning from (Very) Ambiguous Examples....Pages 465-478
Finding Top- N Pseudo Formal Concepts with Core Intents....Pages 479-493
On Fixed Convex Combinations of No-Regret Learners....Pages 494-504
An Improved Tabu Search (ITS) Algorithm Based on Open Cover Theory for Global Extremums....Pages 505-515
The Needles-in-Haystack Problem....Pages 516-524
An Evidence-Driven Probabilistic Inference Framework for Semantic Image Understanding....Pages 525-539
Detection of Masses in Mammographic Images Using Simpson’s Diversity Index in Circular Regions and SVM....Pages 540-553
Mining Lung Shape from X-Ray Images....Pages 554-568
A Wavelet-Based Method for Detecting Seismic Anomalies in Remote Sensing Satellite Data....Pages 569-581
Spectrum Steganalysis of WAV Audio Streams....Pages 582-593
Audio-Based Emotion Recognition in Judicial Domain: A Multilayer Support Vector Machines Approach....Pages 594-602
Learning with a Quadruped Chopstick Robot....Pages 603-616
Dissimilarity Based Vector Space Embedding of Graphs Using Prototype Reduction Schemes....Pages 617-631
Using Graph-Kernels to Represent Semantic Information in Text Classification....Pages 632-646
A General Framework of Feature Selection for Text Categorization....Pages 647-662
New Semantic Similarity Based Model for Text Clustering Using Extended Gloss Overlaps....Pages 663-677
Learning Betting Tips from Users’ Bet Selections....Pages 678-688
An Approach to Web-Scale Named-Entity Disambiguation....Pages 689-703
A General Learning Method for Automatic Title Extraction from HTML Pages....Pages 704-718
Regional Pattern Discovery in Geo-referenced Datasets Using PCA....Pages 719-733
Memory-Based Modeling of Seasonality for Prediction of Climatic Time Series....Pages 734-748
A Neural Approach for SME’s Credit Risk Analysis in Turkey....Pages 749-759
Assisting Data Mining through Automated Planning....Pages 760-774
Predictions with Confidence in Applications....Pages 775-786
Aligning Bayesian Network Classifiers with Medical Contexts....Pages 787-801
Assessing the Eligibility of Kidney Transplant Donors....Pages 802-809
Lung Nodules Classification in CT Images Using Simpson’s Index, Geometrical Measures and One-Class SVM....Pages 810-822
Back Matter....Pages -