SteadfastAsArt/SME

A motif simplification frameworks for creating embeddings.

Simple Motif Embedding

Introduction

Using

• detect_contract.py
  • input: original graph
  • output: intermediate results
• training_method.py
  • input: graph
  • output: graph_name(0).method.emb embeddings(0 as original and 1 as intermediate)
• release_motif.py
  • output: graph_name1.method.emb (1 as final)
• performance analysis.py
  to do the task of network reconstruction
• SME.py
  • a wrapper file containing all the steps above

parameter setting

• LE
• Deepwalk
  

dim	walk_length	walks_node	window	workers
128	80	10	5	12

• node2vec
  

dim	walk_length	walks_node	window	workers	p	q
128	80	10	5	12	2	0.5

• LINE
• GAEs