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Genealogical Trees of Scientific Papers
Michaël Charles Waumans1, Hugues Bersini1
1École polytechnique de Bruxelles, ULB, CoDE-IRIDIA, 50, Av. F. Roosevelt, CP 194/6, B-1050 Brussels, Belgium.
Plos One
|March 9, 2016
Summary
This study introduces a novel algorithm to build scientific paper genealogical trees by analyzing citation trends over time. This method tracks paper evolution, identifying influential research milestones.
Area of Science:
- Bibliometrics
- Network Science
- Information Science
Background:
- Scientific citation databases are often studied using network analysis.
- Predicting paper popularity and ranking articles by in-degree are established methods.
- The temporal dynamics and evolution of citation networks are emerging research areas.
Purpose of the Study:
- To propose an original algorithm for constructing genealogical trees of scientific papers.
- To analyze the evolutionary perspective of scientific paper citation networks.
- To identify research milestones through citation count evolution.
Main Methods:
- Developing an algorithm based on the time evolution of citation counts.
- Defining paper 'fitness' by its in-degree growing trend.
- Observing the decline in trend for 'dying' papers and the rise of 'offspring' papers.
Main Results:
- The algorithm successfully constructs genealogical trees based on citation dynamics.
- Paper fitness is effectively measured by in-degree growth trends.
- The model captures the 'birth' and 'takeover' dynamics of scientific papers.
Conclusions:
- This evolutionary approach provides a new method for understanding scientific impact over time.
- Genealogical trees can visualize the lineage and evolution of research fields.
- The algorithm can be practically applied to trace key publications and research milestones.
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