Machine Learning and Data Mining in Pattern Recognition: 8th International Conference, MLDM 2012, Berlin, Germany, July 13-20, 2012. Proceedings

Front Matter....Pages -
Bayesian Approach to the Concept Drift in the Pattern Recognition Problems....Pages 1-10
Transductive Relational Classification in the Co-training Paradigm....Pages 11-25
Generalized Nonlinear Classification Model Based on Cross-Oriented Choquet Integral....Pages 26-39
A General Lp-norm Support Vector Machine via Mixed 0-1 Programming....Pages 40-49
Reduction of Distance Computations in Selection of Pivot Elements for Balanced GHT Structure....Pages 50-62
Hot Deck Methods for Imputing Missing Data....Pages 63-75
BINER....Pages 76-85
A New Approach for Association Rule Mining and Bi-clustering Using Formal Concept Analysis....Pages 86-101
Top- N Minimization Approach for Indicative Correlation Change Mining....Pages 102-116
Selecting Classification Algorithms with Active Testing....Pages 117-131
Comparing Logistic Regression, Neural Networks, C5.0 and M5′ Classification Techniques....Pages 132-140
Unsupervised Grammar Inference Using the Minimum Description Length Principle....Pages 141-153
How Many Trees in a Random Forest?....Pages 154-168
Constructing Target Concept in Multiple Instance Learning Using Maximum Partial Entropy....Pages 169-182
A New Learning Structure Heuristic of Bayesian Networks from Data....Pages 183-197
Discriminant Subspace Learning Based on Support Vectors Machines....Pages 198-212
A New Learning Strategy of General BAMs....Pages 213-221
Proximity-Graph Instance-Based Learning, Support Vector Machines, and High Dimensionality: An Empirical Comparison....Pages 222-236
Semi Supervised Clustering: A Pareto Approach....Pages 237-251
Semi-supervised Clustering: A Case Study....Pages 252-263
SOStream: Self Organizing Density-Based Clustering over Data Stream....Pages 264-278
Clustering Data Stream by a Sub-window Approach Using DCA....Pages 279-292
Improvement of K-means Clustering Using Patents Metadata....Pages 293-305
Content Independent Metadata Production as a Machine Learning Problem....Pages 306-320
Discovering K Web User Groups with Specific Aspect Interests....Pages 321-335
An Algorithm for the Automatic Estimation of Image Orientation....Pages 336-344
Multi-label Image Annotation Based on Neighbor Pair Correlation Chain....Pages 345-354
Enhancing Image Retrieval by an Exploration-Exploitation Approach....Pages 355-365
Finding Correlations between 3-D Surfaces: A Study in Asymmetric Incremental Sheet Forming....Pages 366-379
Combination of Physiological and Behavioral Biometric for Human Identification....Pages 380-393
Detecting Actions by Integrating Sequential Symbolic and Sub-symbolic Information in Human Activity Recognition....Pages 394-404
Computer Recognition of Facial Expressions of Emotion....Pages 405-414
Outcome Prediction for Patients with Severe Traumatic Brain Injury Using Permutation Entropy Analysis of Electronic Vital Signs Data....Pages 415-426
EEG Signals Classification Using a Hybrid Method Based on Negative Selection and Particle Swarm Optimization....Pages 427-438
DAGSVM vs. DAGKNN: An Experimental Case Study with Benthic Macroinvertebrate Dataset....Pages 439-453
Lung Nodules Classification in CT Images Using Shannon and Simpson Diversity Indices and SVM....Pages 454-466
Comparative Analysis of Feature Selection Methods for Blood Cell Recognition in Leukemia....Pages 467-481
Classification of Breast Tissues in Mammographic Images in Mass and Non-mass Using McIntosh’s Diversity Index and SVM....Pages 482-494
A Semi-Automated Approach to Building Text Summarisation Classifiers....Pages 495-509
A Pattern Recognition System for Malicious PDF Files Detection....Pages 510-524
Text Categorization Using an Ensemble Classifier Based on a Mean Co-association Matrix....Pages 525-539
A Pattern Discovery Model for Effective Text Mining....Pages 540-554
Investigating Usage of Text Segmentation and Inter-passage Similarities to Improve Text Document Clustering....Pages 555-565
Mining Ranking Models from Dynamic Network Data....Pages 566-577
Machine Learning-Based Classification of Encrypted Internet Traffic....Pages 578-592
Application of Bagging, Boosting and Stacking to Intrusion Detection....Pages 593-602
Classification of Elementary Stamp Shapes by Means of Reduced Point Distance Histogram Representation....Pages 603-616
A Multiclassifier Approach for Drill Wear Prediction....Pages 617-630
Measuring the Dynamic Relatedness between Chinese Entities Orienting to News Corpus....Pages 631-644
Prediction of Telephone User Attributes Based on Network Neighborhood Information....Pages 645-659
A Hybrid Approach to Increase the Performance of Protein Folding Recognition Using Support Vector Machines....Pages 660-668
Back Matter....Pages -