1

Graph Mining: Laws, Generators and Tools

2-13

Efficient Algorithms for Mining Frequent and Closed Patterns from Semi-structured Data

14-25

Supporting Creativity: Towards Associative Discovery of New Insights

26-29

Cost-Sensitive Classifier Evaluation Using Cost Curves

30-39

Prospective Scientific Methodology in Knowledge Society

40-52

SubClass: Classification of Multidimensional Noisy Data Using Subspace Clusters

53-63

Mining Quality-Aware Subspace Clusters

64-75

A Decremental Approach for Mining Frequent Itemsets from Uncertain Data

76-87

Multi-class Named Entity Recognition Via Bootstrapping with Dependency Tree-Based Patterns

88-99

Towards Region Discovery in Spatial Datasets

100-111

Accurate and Efficient Retrieval of Multimedia Time Series Data Under Uniform Scaling and Time Warping

112-123

Feature Construction Based on Closedness Properties Is Not That Simple

124-135

On Addressing Accuracy Concerns in Privacy Preserving Association Rule Mining

136-147

Privacy-Preserving Linear Fisher Discriminant Analysis

148-159

Unsupervised Change Analysis Using Supervised Learning

160-171

ANEMI: An Adaptive Neighborhood Expectation-Maximization Algorithm with Spatial Augmented Initialization

172-183

Minimum Variance Associations — Discovering Relationships in Numerical Data

184-195

An Efficient Unordered Tree Kernel and Its Application to Glycan Classification

196-208

Generation of Globally Relevant Continuous Features for Classification

209-221

Mining Bulletin Board Systems Using Community Generation

222-233

Extreme Support Vector Machine Classifier

234-246

LCM over ZBDDs: Fast Generation of Very Large-Scale Frequent Itemsets Using a Compact Graph-Based Representation

247-259

Unusual Pattern Detection in High Dimensions

260-271

Person Name Disambiguation in Web Pages Using Social Network, Compound Words and Latent Topics

272-283

Mining Correlated Subgraphs in Graph Databases

284-295

A Minimal Description Length Scheme for Polynomial Regression

296-307

Handling Numeric Attributes in Hoeffding Trees

308-319

Scaling Record Linkage to Non-uniform Distributed Class Sizes

320-332

Large-Scale k-Means Clustering with User-Centric Privacy Preservation

333-344

Semi-Supervised Local Fisher Discriminant Analysis for Dimensionality Reduction

345-356

An Efficient Algorithm for Finding Similar Short Substrings from Large Scale String Data

357-368

Ambiguous Frequent Itemset Mining and Polynomial Delay Enumeration

369-380

Characteristic-Based Descriptors for Motion Sequence Recognition

381-392

Protecting Privacy in Incremental Maintenance for Distributed Association Rule Mining

393-404

SEM: Mining Spatial Events from the Web

405-416

BOAI: Fast Alternating Decision Tree Induction Based on Bottom-Up Evaluation

417-428

Feature Selection by Nonparametric Bayes Error Minimization

429-440

A Framework for Modeling Positive Class Expansion with Single Snapshot

441-453

A Decomposition Algorithm for Learning Bayesian Network Structures from Data

454-465

Learning Classification Rules for Multiple Target Attributes

466-478

A Mixture Model for Expert Finding

479-493

On Privacy in Time Series Data Mining

494-502

Exploiting Propositionalization Based on Random Relational Rules for Semi-supervised Learning

503-510

On Discrete Data Clustering

511-518

Automatic Training Example Selection for Scalable Unsupervised Record Linkage

519-526

Analyzing PETs on Imbalanced Datasets When Training and Testing Class Distributions Differ

527-535

Improving the Robustness to Outliers of Mixtures of Probabilistic PCAs

536-543

Exploratory Hot Spot Profile Analysis Using Interactive Visual Drill-Down Self-Organizing Maps

544-553

Maintaining Optimal Multi-way Splits for Numerical Attributes in Data Streams

554-561

Efficient Mining of High Utility Itemsets from Large Datasets

562-571

Tradeoff Analysis of Different Markov Blanket Local Learning Approaches

572-581

Forecasting Urban Air Pollution Using HMM-Fuzzy Model

582-591

Relational Pattern Mining Based on Equivalent Classes of Properties Extracted from Samples

592-599

Evaluating Standard Techniques for Implicit Diversity

600-607

A Simple Characterization on Serially Constructible Episodes

608-615

Bootstrap Based Pattern Selection for Support Vector Regression

616-625

Tracking Topic Evolution in On-Line Postings: 2006 IBM Innovation Jam Data

626-633

PAID: Packet Analysis for Anomaly Intrusion Detection

634-643

A Comparison of Different Off-Centered Entropies to Deal with Class Imbalance for Decision Trees

644-652

FIsViz: A Frequent Itemset Visualizer

653-661

A Tree-Based Approach for Frequent Pattern Mining from Uncertain Data

662-672

Connectivity Based Stream Clustering Using Localised Density Exemplars

673-680

Learning User Purchase Intent from User-Centric Data

681-688

Query Expansion for the Language Modelling Framework Using the Naïve Bayes Assumption

689-696

Fast Online Estimation of the Joint Probability Distribution

697-704

Fast k Most Similar Neighbor Classifier for Mixed Data Based on Approximating and Eliminating

705-714

Entity Network Prediction Using Multitype Topic Models

715-722

Using Supervised and Unsupervised Techniques to Determine Groups of Patients with Different Doctor-Patient Stability

723-730

Local Projection in Jumping Emerging Patterns Discovery in Transaction Databases

731-738

Applying Latent Semantic Indexing in Frequent Itemset Mining for Document Relation Discovery

739-748

G-TREACLE: A New Grid-Based and Tree-Alike Pattern Clustering Technique for Large Databases

749-758

A Clustering-Oriented Star Coordinate Translation Method for Reliable Clustering Parameterization

759-766

Constrained Clustering for Gene Expression Data Mining

767-776

Concept Lattice–Based Mutation Control for Reactive Motifs Discovery

777-784

Mining a Complete Set of Both Positive and Negative Association Rules from Large Databases

785-794

Designing a System for a Process Parameter Determined through Modified PSO and Fuzzy Neural Network

795-802

Data-Aware Clustering Hierarchy for Wireless Sensor Networks

803-812

A More Topologically Stable Locally Linear Embedding Algorithm Based on R*-Tree

813-820

Sparse Kernel-Based Feature Weighting

821-829

Term Committee Based Event Identification within News Topics

830-838

Locally Linear Online Mapping for Mining Low-Dimensional Data Manifolds

839-848

A Creditable Subspace Labeling Method Based on D-S Evidence Theory

849-857

Discovering New Orders of the Chemical Elements through Genetic Algorithms

858-863

What Is Frequent in a Single Graph?

864-869

A Cluster-Based Genetic-Fuzzy Mining Approach for Items with Multiple Minimum Supports

870-876

A Selective Classifier for Incomplete Data

877-883

Detecting Near-Duplicates in Large-Scale Short Text Databases

884-889

Customer Churn Time Prediction in Mobile Telecommunication Industry Using Ordinal Regression

890-895

Rule Extraction with Rough-Fuzzy Hybridization Method

896-903

I/O Scalable Bregman Co-clustering

904-909

Jumping Emerging Patterns with Occurrence Count in Image Classification

910-915

Mining Non-coincidental Rules without a User Defined Support Threshold

916-922

Transaction Clustering Using a Seeds Based Approach

923-931

Using Ontology-Based User Preferences to Aggregate Rank Lists in Web Search

932-937

The Application of Echo State Network in Stock Data Mining

938-944

Text Categorization of Multilingual Web Pages in Specific Domain

945-950

Efficient Joint Clustering Algorithms in Optimization and Geography Domains

951-957

Active Learning with Misclassification Sampling Using Diverse Ensembles Enhanced by Unlabeled Instances

958-963

A New Model for Image Annotation

964-969

Unmixed Spectrum Clustering for Template Composition in Lung Sound Classification

970-976

Forward Semi-supervised Feature Selection

977-984

Automatic Extraction of Basis Expressions That Indicate Economic Trends

985-991

A New Framework for Taxonomy Discovery from Text

992-998

R-Map: Mapping Categorical Data for Clustering and Visualization Based on Reference Sets

999-1005

Mining Changes in Patent Trends for Competitive Intelligence

1006-1014

Seeing Several Stars: A Rating Inference Task for a Document Containing Several Evaluation Criteria

1015-1021

Structure-Based Hierarchical Transformations for Interactive Visual Exploration of Social Networks

1022-1027

CP-Tree: A Tree Structure for Single-Pass Frequent Pattern Mining

1028-1034

Combining Context and Existing Knowledge When Recognizing Biological Entities – Early Results

1035-1041

Semantic Video Annotation by Mining Association Patterns from Visual and Speech Features

1042-1048

Cell-Based Outlier Detection Algorithm: A Fast Outlier Detection Algorithm for Large Datasets

1049-1055

Fighting WebSpam: Detecting Spam on the Graph Via Content and Link Features

1056-1061

A Framework for Discovering Spatio-temporal Cohesive Networks

1062-1068

Efficient Mining of Minimal Distinguishing Subgraph Patterns from Graph Databases

1069-1074

Combined Association Rule Mining

1075-1080

Enriching WordNet with Folksonomies

1081-1089

A New Credit Scoring Method Based on Rough Sets and Decision Tree

1090-1098

Analyzing the Propagation of Influence and Concept Evolution in Enterprise Social Networks through Centrality and Latent Semantic Analysis