mlsanityData to 14 Oct 2026

Leveraging Citation Networks to Visualize Scholarly Influence Over Time

arXiv 1611.07135 ↗First posted 22 Nov 2016cs.HC cs.DL cs.IRcited by 3

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Abstract (arXiv)

Assessing the influence of a scholar's work is an important task for funding organizations, academic departments, and researchers. Common methods, such as measures of citation counts, can ignore much of the nuance and multidimensionality of scholarly influence. We present an approach for generating dynamic visualizations of scholars' careers. This approach uses an animated node-link diagram showing the citation network accumulated around the researcher over the course of the career in concert with key indicators, highlighting influence both within and across fields. We developed our design in collaboration with one funding organization---the Pew Biomedical Scholars program---but the methods are generalizable to visualizations of scholarly influence. We applied the design method to the Microsoft Academic Graph, which includes more than 120 million publications. We validate our abstractions throughout the process through collaboration with the Pew Biomedical Scholars program officers and summative evaluations with their scholars.

Key facts. Cited by 3 papers in the map (data through 14 Oct 2026). First posted on arXiv 22 Nov 2016.

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3 papers.