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