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Introduction

There is a great deal of interest in analyzing data that is best represented as a graph. Examples include the WWW, social networks, biological networks, communication networks, transportation networks, energy grids, and many others. These graphs are typically multi-modal, multi-relational and dynamic. In the era of big data, the importance of being able to effectively mine and learn from such data is growing, as more and more structured and semi-structured data is becoming available. The workshop serves as a forum for researchers from a variety of fields working on mining and learning from graphs to share and discuss their latest findings. 

Call for paper

Important date

2017-06-02
Draft paper submission deadline
2017-06-23
Draft paper acceptance notification
2017-07-07
Final paper submission deadline

Submission Topics

Topics of interest include, but are not limited to:

Theoretical aspects:

  • Computational or statistical learning theory related to graphs

  • Theoretical analysis of graph algorithms or models

  • Sampling and evaluation issues in graph algorithms

  • Relationships between MLG and statistical relational learning or inductive logic programming

Algorithms and methods:

  • Graph mining

  • Kernel methods for structured data

  • Probabilistic and graphical models for structured data

  • (Multi-) Relational data mining

  • Methods for structured outputs

  • Statistical models of graph structure

  • Combinatorial graph methods

  • Spectral graph methods

  • Semi-supervised learning, active learning, transductive inference, and transfer learning in the context of graph

Applications and analysis:

  • Analysis of social media

  • Social network analysis

  • Analysis of biological networks

  • Large-scale analysis and modeling

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Important Date
  • Aug 14

    2017

    Conference Date

  • Jun 02 2017

    Draft paper submission deadline

  • Jun 23 2017

    Draft Paper Acceptance Notification

  • Jul 07 2017

    Final Paper Deadline

  • Aug 14 2017

    Registration deadline

Sponsored By
美国计算机学会