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arXiv 1502.00523cs.SIcs.DLphysics.soc-ph

Modeling and Analysis of Scholar Mobility on Scientific Landscape

Qiu Fang Ying, Srinivasan Venkatramanan, Dah Ming Chiu

英文摘要:

Scientific literature till date can be thought of as a partially revealed landscape, where scholars continue to unveil hidden knowledge by exploring novel research topics. How do scholars explore the scientific landscape , i.e., choose research topics to work on? We propose an agent-based model of topic mobility behavior where scholars migrate across research topics on the space of science following different strategies, seeking different utilities. We use this model to study whether strategies widely used in current scientific community can provide a balance between individual scientific success and the efficiency and diversity of the whole academic society. Through extensive simulations, we provide insights into the roles of different strategies, such as choosing topics according to research potential or the popularity. Our model provides a conceptual framework and a computational approach to analyze scholars' behavior and its impact on scientific production. We also discuss how such an agent-based modeling approach can be integrated with big real-world scholarly data.

机构、总结、中文摘要均由AI分析而来,可能存在错误,请以论文正文为准。

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