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Control of fluctuation via counting Chandeliers
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Classroom Contents
Random Graph Matching at Otter's Threshold via Counting Chandeliers
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- 1 Intro
- 2 Motivating example from network de-anonymization
- 3 Motivating example from biology
- 4 Motivating example from computer vision
- 5 Real-world challenges
- 6 MLE: Quadratic Assignment Problem (QAP)
- 7 State of the art (polynomial-time algorithms)
- 8 Our results
- 9 Phase transition diagram for exact recovery
- 10 Meta algorithm
- 11 How to construct the vertex signature?
- 12 Rooted subgraph count
- 13 Graph matching via counting rooted subgraphs
- 14 Graph matching via counting rooted signed subgraphs
- 15 Desirable properties of similarity scores (Mean)
- 16 Desirable properties of similarity scores (Variance)
- 17 Which family of rooted subgraphs to count?
- 18 A special family of rooted trees - Chandeliers
- 19 Control of fluctuation via counting Chandeliers
- 20 Why do chandeliers work?
- 21 Conclusion
