Knowledge Discovery in Databases: PKDD 2007: 11th European Conference on Principles and Practice of Knowledge Discovery in Databases, Warsaw, Poland, September 17-21, 2007. Proceedings

Front Matter....Pages -
Learning, Information Extraction and the Web....Pages 1-1
Putting Things in Order: On the Fundamental Role of Ranking in Classification and Probability Estimation....Pages 2-3
Mining Queries....Pages 4-4
Adventures in Personalized Information Access....Pages 5-5
Experiment Databases: Towards an Improved Experimental Methodology in Machine Learning....Pages 6-17
Using the Web to Reduce Data Sparseness in Pattern-Based Information Extraction....Pages 18-29
A Graphical Model for Content Based Image Suggestion and Feature Selection....Pages 30-41
Efficient AUC Optimization for Classification....Pages 42-53
Finding Transport Proteins in a General Protein Database....Pages 54-66
Classification of Web Documents Using a Graph-Based Model and Structural Patterns....Pages 67-78
Context-Specific Independence Mixture Modelling for Protein Families....Pages 79-90
An Algorithm to Find Overlapping Community Structure in Networks....Pages 91-102
Privacy Preserving Market Basket Data Analysis....Pages 103-114
Feature Extraction from Sensor Data Streams for Real-Time Human Behaviour Recognition....Pages 115-126
Generating Social Network Features for Link-Based Classification....Pages 127-139
An Empirical Comparison of Exact Nearest Neighbour Algorithms....Pages 140-151
Site-Independent Template-Block Detection....Pages 152-163
Statistical Model for Rough Set Approach to Multicriteria Classification....Pages 164-175
Classification of Anti-learnable Biological and Synthetic Data....Pages 176-187
Improved Algorithms for Univariate Discretization of Continuous Features....Pages 188-199
Efficient Weight Learning for Markov Logic Networks....Pages 200-211
Classification in Very High Dimensional Problems with Handfuls of Examples....Pages 212-223
Domain Adaptation of Conditional Probability Models Via Feature Subsetting....Pages 224-235
Learning to Detect Adverse Traffic Events from Noisily Labeled Data....Pages 236-247
IKNN: Informative K-Nearest Neighbor Pattern Classification....Pages 248-264
Finding Outlying Items in Sets of Partial Rankings....Pages 265-276
Speeding Up Feature Subset Selection Through Mutual Information Relevance Filtering....Pages 277-287
A Comparison of Two Approaches to Classify with Guaranteed Performance....Pages 288-299
Towards Data Mining Without Information on Knowledge Structure....Pages 300-311
Relaxation Labeling for Selecting and Exploiting Efficiently Non-local Dependencies in Sequence Labeling....Pages 312-323
Bridged Refinement for Transfer Learning....Pages 324-335
A Prediction-Based Visual Approach for Cluster Exploration and Cluster Validation by HOV 3 ....Pages 336-349
Flexible Grid-Based Clustering....Pages 350-357
Polyp Detection in Endoscopic Video Using SVMs....Pages 358-365
A Density-Biased Sampling Technique to Improve Cluster Representativeness....Pages 366-373
Expectation Propagation for Rating Players in Sports Competitions....Pages 374-381
Efficient Closed Pattern Mining in Strongly Accessible Set Systems (Extended Abstract)....Pages 382-389
Discovering Emerging Patterns in Spatial Databases: A Multi-relational Approach....Pages 390-397
Realistic Synthetic Data for Testing Association Rule Mining Algorithms for Market Basket Databases....Pages 398-405
Learning Multi-dimensional Functions: Gas Turbine Engine Modeling....Pages 406-413
Constructing High Dimensional Feature Space for Time Series Classification....Pages 414-421
A Dynamic Clustering Algorithm for Mobile Objects....Pages 422-429
A Method for Multi-relational Classification Using Single and Multi-feature Aggregation Functions....Pages 430-437
MINI: Mining Informative Non-redundant Itemsets....Pages 438-445
Stream-Based Electricity Load Forecast....Pages 446-453
Automatic Hidden Web Database Classification....Pages 454-461
Pruning Relations for Substructure Discovery of Multi-relational Databases....Pages 462-470
The Most Reliable Subgraph Problem....Pages 471-478
Matching Partitions over Time to Reliably Capture Local Clusters in Noisy Domains....Pages 479-486
Searching for Better Randomized Response Schemes for Privacy-Preserving Data Mining....Pages 487-497
Pre-processing Large Spatial Data Sets with Bayesian Methods....Pages 498-505
Tag Recommendations in Folksonomies....Pages 506-514
Providing Naïve Bayesian Classifier-Based Private Recommendations on Partitioned Data....Pages 515-522
Multi-party, Privacy-Preserving Distributed Data Mining Using a Game Theoretic Framework....Pages 523-531
Multilevel Conditional Fuzzy C-Means Clustering of XML Documents....Pages 532-539
Uncovering Fraud in Direct Marketing Data with a Fraud Auditing Case Builder....Pages 540-547
Real Time GPU-Based Fuzzy ART Skin Recognition....Pages 548-555
A Cooperative Game Theoretic Approach to Prototype Selection....Pages 556-564
Dynamic Bayesian Networks for Real-Time Classification of Seismic Signals....Pages 565-572
Robust Visual Mining of Data with Error Information....Pages 573-580
An Effective Approach to Enhance Centroid Classifier for Text Categorization....Pages 581-588
Automatic Categorization of Human-Coded and Evolved CoreWar Warriors....Pages 589-596
Utility-Based Regression....Pages 597-604
Multi-label Lazy Associative Classification....Pages 605-612
Visual Exploration of Genomic Data....Pages 613-620
Association Mining in Large Databases: A Re-examination of Its Measures....Pages 621-628
Semantic Text Classification of Emergent Disease Reports....Pages 629-637
Back Matter....Pages -