Knowledge Discovery in Databases: PKDD 2006: 10th European Conference on Principles and Practice of Knowledge Discovery in Databases Berlin, Germany, September 18-22, 2006 Proceedings

Front Matter....Pages -
On Temporal Evolution in Data Streams....Pages 1-1
The Future of CiteSeer: CiteSeer x ....Pages 2-2
Learning to Have Fun....Pages 3-3
Winning the DARPA Grand Challenge....Pages 4-4
Challenges of Urban Sensing....Pages 5-5
SD-Map – A Fast Algorithm for Exhaustive Subgroup Discovery....Pages 6-17
Decision Trees for Hierarchical Multilabel Classification: A Case Study in Functional Genomics....Pages 18-29
Clustering Scientific Literature Using Sparse Citation Graph Analysis....Pages 30-41
VOGUE: A Novel Variable Order-Gap State Machine for Modeling Sequences....Pages 42-54
Don’t Be Afraid of Simpler Patterns....Pages 55-66
An Adaptive Prequential Learning Framework for Bayesian Network Classifiers....Pages 67-78
Adaptive Active Classification of Cell Assay Images....Pages 79-90
Learning Parameters in Entity Relationship Graphs from Ranking Preferences....Pages 91-102
Detecting Fraudulent Personalities in Networks of Online Auctioneers....Pages 103-114
Measuring Constraint-Set Utility for Partitional Clustering Algorithms....Pages 115-126
Discovery of Interesting Regions in Spatial Data Sets Using Supervised Clustering....Pages 127-138
Optimal String Mining Under Frequency Constraints....Pages 139-150
 k -Anonymous Decision Tree Induction....Pages 151-162
Closed Sets for Labeled Data....Pages 163-174
Finding Trees from Unordered 0–1 Data....Pages 175-186
Web Communities Identification from Random Walks....Pages 187-198
Information Marginalization on Subgraphs....Pages 199-210
Why Does Subsequence Time-Series Clustering Produce Sine Waves?....Pages 211-222
Transductive Learning for Text Classification Using Explicit Knowledge Models....Pages 223-234
Exploring Multiple Communities with Kernel-Based Link Analysis....Pages 235-246
Distribution Rules with Numeric Attributes of Interest....Pages 247-258
Tractable Models for Information Diffusion in Social Networks....Pages 259-271
Efficient Spatial Classification Using Decoupled Conditional Random Fields....Pages 272-283
Group SAX: Extending the Notion of Contrast Sets to Time Series and Multimedia Data....Pages 284-296
An Attacker’s View of Distance Preserving Maps for Privacy Preserving Data Mining....Pages 297-308
A Scalable Distributed Stream Mining System for Highway Traffic Data....Pages 309-321
K-Landmarks: Distributed Dimensionality Reduction for Clustering Quality Maintenance....Pages 322-334
The Discrete Basis Problem....Pages 335-346
Evaluation of Summarization Schemes for Learning in Streams....Pages 347-358
Efficient Mining of Correlation Patterns in Spatial Point Data....Pages 359-370
Improving Functional Modularity in Protein-Protein Interactions Graphs Using Hub-Induced Subgraphs....Pages 371-382
Refining Aggregate Conditions in Relational Learning....Pages 383-394
Measuring to Fit: Virtual Tailoring Through Cluster Analysis and Classification....Pages 395-406
RIVA: Indexing and Visualization of High-Dimensional Data Via Dimension Reorderings....Pages 407-420
Distributed Subgroup Mining....Pages 421-433
Network Flow for Collaborative Ranking....Pages 434-445
Finding Hierarchies of Subspace Clusters....Pages 446-453
Integrating Pattern Mining in Relational Databases....Pages 454-461
Discovering Patterns in Real-Valued Time Series....Pages 462-469
Classification of Dementia Types from Cognitive Profiles Data....Pages 470-477
When Efficient Model Averaging Out-Performs Boosting and Bagging....Pages 478-486
Peak-Jumping Frequent Itemset Mining Algorithms....Pages 487-494
Autonomous Visualization....Pages 495-502
Naive Bayes for Text Classification with Unbalanced Classes....Pages 503-510
Knowledge-Conscious Data Clustering....Pages 511-519
On the Lower Bound of Reconstruction Error for Spectral Filtering Based Privacy Preserving Data Mining....Pages 520-527
Frequent Pattern Discovery Without Binarization: Mining Attribute Profiles....Pages 528-535
Efficient Name Disambiguation for Large-Scale Databases....Pages 536-544
Adaptive Segmentation-Based Symbolic Representations of Time Series for Better Modeling and Lower Bounding Distance Measures....Pages 545-552
A Feature Generation Algorithm for Sequences with Application to Splice-Site Prediction....Pages 553-560
Discovering Image-Text Associations for Cross-Media Web Information Fusion....Pages 561-568
Mining Sequences of Temporal Intervals....Pages 569-576
Pattern Teams....Pages 577-584
Compression Picks Item Sets That Matter....Pages 585-592
Discovering Overlapping Communities of Named Entities....Pages 593-600
Closed Non-derivable Itemsets....Pages 601-608
Learning a Distance Metric for Object Identification Without Human Supervision....Pages 609-616
Towards Association Rules with Hidden Variables....Pages 617-624
A Data Mining Approach to the Joint Evaluation of Field and Manufacturing Data in Automotive Industry....Pages 625-632
Incremental Aspect Models for Mining Document Streams....Pages 633-640
Learning Approximate MRFs from Large Transaction Data....Pages 641-649
Similarity Search for Multi-dimensional NMR-Spectra of Natural Products....Pages 650-658
Back Matter....Pages -