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- W3048805497 abstract "Author impact evaluation and prediction play a key role in determining rewards, funding, and promotion. In this paper, we first introduce the background of author impact evaluation and prediction. Then, we review recent developments of author impact evaluation, including data collection, data pre-processing, data analysis, feature selection, algorithm design, and algorithm evaluation. Thirdly, we provide an in-depth literature review on author impact predictive models and common evaluation metrics. Finally, we look into the representative research issues, including author impact inflation, unified evaluation standards, academic success gene, identification of the origins of hot streaks, and higher-order academic networks analysis. This paper should help the researchers obtain a broader understanding in author impact evaluation and prediction, and provides future research directions." @default.
- W3048805497 created "2020-08-18" @default.
- W3048805497 creator A5058225779 @default.
- W3048805497 creator A5067502218 @default.
- W3048805497 creator A5086712669 @default.
- W3048805497 date "2020-08-10" @default.
- W3048805497 modified "2023-09-25" @default.
- W3048805497 title "Author Impact: Evaluations, Predictions, and Challenges" @default.
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