2024
DOI: 10.3390/math12111741
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Predicting Scientific Breakthroughs Based on Structural Dynamic of Citation Cascades

Houqiang Yu,
Yian Liang,
Yinghua Xie

Abstract: Predicting breakthrough papers holds great significance; however, prior studies encountered challenges in this task, indicating a need for substantial improvement. We propose that the failure to capture the dynamic structural-evolutionary features of citation networks is one of the major reasons. To overcome this limitation, this paper introduces a new method for constructing citation cascades of focus papers, allowing the creation of a time-series-like set of citation cascades. Then, through a thorough review… Show more

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