predictive-analysis-of-multiple-future-scientific-impacts-by-embedding-heterogeneous-a-network's Introduction

Predictive-Analysis-of-Multiple-Future-Scientific-Impacts-by-Embedding-Heterogeneous-A-Network

This repository is source code for the manuscript entitled "Predictive Analysis of Multiple Future Scientific Impacts by Embedding Heterogeneous A Network."

Materials

src

This is source codes for predicting future scientific impacts. If you want to acquire vector embeddings from Scopus dataset. Please refer to the HERE.

run_lr_citation_prediction.ipynb

- For citation prediction

run_lr_hindex_prediction.ipynb

- For hindex prediction

run_lr_impactfactor_prediction.ipynb

- for impactfactor prediction

run_lr_natureindex_prediction.ipynb

- for nature index prediction

vecvis.ipynb

- for reducing vector dimension to two

vecvisedit.ipynb

- for visualization about two dimension embedding result.

data

This is a top impact data for each research object at 2009 and 2013.

h-index

top0.001000ornot_hindex2009.csv
top0.001000ornot_hindex2013.csv

journal impact factor

top0.200000ornot_impactfactor2013.csv
top0.200000ornot_impactfactor2016.csv

Nature Index

top0.200000ornot_natureindex_acfc2013.csv
top0.200000ornot_natureindex_acfc2016.csv

Paper Citation Count

top0.200000ornot_published2009_after3.csv
top0.200000ornot_published2013_after3.csv

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