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AMiner KnowledgeGraph

Introduction

Use scientific network data from AMiner to generate a knowledge graph of different research fields, trying to get the time evolution of different research area

Directories

src/ contains all the source files
results/ contains the result generated by our algorithm
data/ contains the original data from AMiner

Usage

You can use knowledge_graph.py to generate the result, or use the following codes:

  1. use fetch_data.py to get data from AMiner
  2. use parse_publication_tag.py to get keywords
  3. use parse_publication_time_author.py to get the simplified version of publication
  4. use merge_keywords.py to get the keywords after merge
  5. use time_keyword_distribution.py to get the time distribution of each topic
  6. use algorithm1.py to get the correlation and evolution

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