Skip to content

Concept embedding and network analysis of scientific innovations emergence

Notifications You must be signed in to change notification settings

sergibro/concept-graphs

Repository files navigation

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

About

Concept embedding and network analysis of scientific innovations emergence

Topics

Resources

Stars

Watchers

Forks

Releases

No releases published

Packages

No packages published