Introduction Motivation: Interactive Visualization of LARGE - - PowerPoint PPT Presentation

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Introduction Motivation: Interactive Visualization of LARGE - - PowerPoint PPT Presentation

GMine : A System for Scalable, Interactive Graph Visualization and Mining Jose F. Rodrigues Jr., Hanghang Tong, Agma J.M. Traina, Christos Faloutsos, Jure Leskovec 1 Introduction Motivation: Interactive Visualization of LARGE Graphs


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GMine: A System for Scalable, Interactive

Graph Visualization and Mining

Jose F. Rodrigues Jr., Hanghang Tong, Agma J.M. Traina, Christos Faloutsos, Jure Leskovec

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Introduction

  • Motivation:

– Interactive Visualization of LARGE Graphs

  • Challenges

– Fast Interactive Manipulation – Avoid Sensory Overload

  • Basic Ideas

– Multi-Resolution: G-Tree – Summarization: Center-Piece Subgraph

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Interactive Manipulation

  • Hierarchical Partition
  • Data Structure: G-Tree
  • Display Unit
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An Illustrative Example

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Sensory Overload: “Tomahawk” Principle

  • Decide what to show

– Sons and Siblings

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Summarization: CePS

  • Motivation

– Find a small but representative connection subgraph for the given queries

  • How to…

– Center-Piece subgraph

A C B

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Summarization + Multi-Resolution

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Other functionalities of GMine

  • PageRank
  • Simulation of Virus Propogation
  • Degree Distribution
  • # of Hop-Plot
  • # of Weakly Connected Components
  • # of Strongly Connected Components
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Finding More about GMine

  • Contact

– Jose F. Rodrigues Jr: junio@icmc.usp.br – Hanghang Tong (for CePS): htong@cs.cmu.edu – Jure Leskovec (for GraphGarden- the foundation of GMine): jure@cs.cmu.edu

  • Download GMine:

– www.cs.cmu.edu/~junio

  • CePS paper:

– Center-piece subgraphs: problem definition and fast solutions