About
Driven by application areas ranging from biology to the World Wide Web, research in Data Mining and Machine Learning is nowadays increasingly focusing on the analysis of structured data. Of particular interest is data that consists of interrelated parts or is characterized by collections of objects that are interrelated and linked together into complex graphs and structures. Following in the footsteps of the highly successful MLG workshops in the past, MLG 2008 again will be the premier forum for bringing together different sub-disciplines within Machine Learning and Data Mining that focus on the analysis of structured data. The workshop is actively seeking contributions dealing with all forms of structured data, including but not limited to graphs, trees, sequences, relations and networks.
Contributions are invited from all relevant disciplines, such as for example
- Statistical Relational Learning
- Inductive Logic Programming
- Kernel Methods for Structured Data
- Probabilistic Models for Structured Data
- Graph Mining
- (Multi-)relational Data Mining
- Methods for Structured Outputs
- Network Analysis
Videos
Session 1

Inferring the structure and scale of modular networks
Aug 25, 2008
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3509 views

Combining near-optimal feature selection with gSpan
Aug 25, 2008
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3904 views

Representative Subgraph Sampling using Markov Chain Monte Carlo Methods
Aug 25, 2008
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5003 views

Min, Max and PTIME Anti-Monotonic Overlap Graph Measures
Aug 25, 2008
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3102 views

Four graph partitioning algorithms
Aug 25, 2008
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5678 views
Session 2

Influence and Correlation in Social Networks
Aug 25, 2008
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10523 views

An Online Algorithm for Learning a Labeling of a Graph
Aug 25, 2008
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3099 views

Classification in Graphs using Discriminative Random Walks
Aug 25, 2008
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4526 views

Induction of Node Label Controlled Graph Grammar Rules
Aug 25, 2008
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4400 views

Poster Spotlights
Aug 25, 2008
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2665 views

A New Kernel for Classification of Networked Entitiess
Aug 25, 2008
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3077 views
Session 3

Structured Output Prediction with Structural SVMs
Aug 25, 2008
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24349 views

Structure and tie strengths in a mobile communication network
Aug 25, 2008
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4195 views

Improved Software Fault Detection with Graph Mining
Aug 25, 2008
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4625 views

Efficient Discriminative Training Method for Structured Predictions
Aug 25, 2008
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3444 views
Session 4

Biomine search engine for probabilistic graphs
Aug 25, 2008
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2959 views

Markov Logic Improves Protein β-Partners Prediction
Aug 25, 2008
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3153 views

A Hilbert-Schmidt Dependence Maximization Approach to Unsupervised Structure Dis...
Aug 25, 2008
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4907 views

Infinite mixtures for multi-relational categorical data
Aug 25, 2008
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3016 views

Parameter Learning in Probabilistic Databases: A Least Squares Approach
Aug 25, 2008
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2964 views

Opening Remarks
Aug 25, 2008
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2847 views