Concept embedding and network analysis of scientific innovations emergence
utils.py - file with necessary configurations and common imports
01_data_research.ipynb - scraping data from ScienceWISE.info platform (forming raw dataset)
02_form_networks.ipynb - transform scraped raw data into graphs form
03_networks_topology.ipynb - exploring graphs characteristics
graph_config.py - config file for building concept embeddings using PyTorch-BigGraph (PBG)
04_embeddings.ipynb - building concept embeddings
05_evaluation.ipynb - results comparison from previous stages
Link to presentation: link
Contacts: t.me/sergibro