Machine Learning and Data Mining in Pattern Recognition: 7th International Conference, MLDM 2011, New York, NY, USA, August 30 – September 3, 2011. Proceedings

Front Matter....Pages -
Quadratically Constrained Maximum a Posteriori Estimation for Binary Classifier....Pages 1-15
Hubness-Based Fuzzy Measures for High-Dimensional k -Nearest Neighbor Classification....Pages 16-30
Decisions: Algebra and Implementation....Pages 31-45
Smoothing Multinomial Naïve Bayes in the Presence of Imbalance....Pages 46-59
ACE-Cost: Acquisition Cost Efficient Classifier by Hybrid Decision Tree with Local SVM Leaves....Pages 60-74
Informative Variables Selection for Multi-relational Supervised Learning....Pages 75-87
Separability of Split Value Criterion with Weighted Separation Gains....Pages 88-98
Granular Instances Selection for Fuzzy Modeling....Pages 99-111
Parameter-Free Anomaly Detection for Categorical Data....Pages 112-126
Fuzzy Semi-supervised Support Vector Machines....Pages 127-139
GENCCS: A Correlated Group Difference Approach to Contrast Set Mining....Pages 140-154
Collective Classification Using Heterogeneous Classifiers....Pages 155-169
Spherical Nearest Neighbor Classification: Application to Hyperspectral Data....Pages 170-184
Adaptive Kernel Diverse Density Estimate for Multiple Instance Learning....Pages 185-198
Boosting Inspired Process for Improving AUC....Pages 199-209
Investigation in Transfer Learning: Better Way to Apply Transfer Learning between Agents....Pages 210-223
Exploration Strategies for Learned Probabilities in Smart Terrain....Pages 224-238
Sensitivity Analysis for Weak Constraint Generation....Pages 239-252
Dictionary Learning Based on Laplacian Score in Sparse Coding....Pages 253-264
A Practical Approach for Clustering Transaction Data....Pages 265-279
Hierarchical Clustering with High Order Dissimilarities....Pages 280-293
Clust-XPaths: Clustering of XML Paths....Pages 294-305
Comparing Clustering and Metaclustering Algorithms....Pages 306-319
Detection of Phenotypes in Microarray Data Using Force- Directed Placement Transformss....Pages 320-334
On the Temporal Behavior of EEG Recorded during Real Finger Movement....Pages 335-347
A Machine Learning and Data Mining Framework to Enable Evolutionary Improvement in Trauma Triage....Pages 348-361
A Decision Support System Based on the Semantic Analysis of Melanoma Images Using Multi-elitist PSO and SVM....Pages 362-374
Authorship Similarity Detection from Email Messages....Pages 375-386
An Investigation Concerning the Generation of Text Summarisation Classifiers Using Secondary Data....Pages 387-398
Comparing the One-vs-One and One-vs-All Methods in Benthic Macroinvertebrate Image Classification....Pages 399-413
Incremental Web-Site Boundary Detection Using Random Walks....Pages 414-427
Discovering Text Patterns by a New Graphic Model....Pages 428-442
Topic Sentiment Change Analysis....Pages 443-457
Adaptive Context Modeling for Deception Detection in Emails....Pages 458-468
Contrasting Correlations by an Efficient Double-Clique Condition....Pages 469-483
Estimating Image Segmentation Difficulty....Pages 484-495
Mining Spatial Trajectories Using Non-parametric Density Functions....Pages 496-510
Exploring Synergetic Effects of Dimensionality Reduction and Resampling Tools on Hyperspectral Imagery Data Classification....Pages 511-523
A Comparison between Haralick´s Texture Descriptor and the Texture Descriptor Based on Random Sets for Biological Images....Pages 524-538
Unsupervised Discovery of Motifs under Amplitude Scaling and Shifting in Time Series Databases....Pages 539-552
Static Load Balancing of Parallel Mining of Frequent Itemsets Using Reservoir Sampling....Pages 553-567
GA-TVRC: A Novel Relational Time Varying Classifier to Extract Temporal Information Using Genetic Algorithms....Pages 568-583
Detection of Communities and Bridges in Weighted Networks....Pages 584-598
Techniques for Improving Filters in Power Grid Contingency Analysis....Pages 599-611
Back Matter....Pages -