arXivDaily arXiv每日学术速递 周一至周五更新
arXiv cs/0703115cs.DLcs.CYphysics.data-an
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我们在沟通时引用:引用过程的沟通模型

We cite as we communicate: A communication model for the citation process

Victor V. Kryssanov, Evgeny L. Kuleshov, Frank J. Rinaldo, Hitoshi Ogawa

摘要:

基于语言学、心理学和社会科学关于人类决策可能机制的思想,我们提出了一个新的引文分析理论框架。鉴于现有的趋势,调查引用统计的背景下,各种形式的权力和Zipfian法律,我们表明,流行的模型的引用预测能力差,很难提供足够的解释所观察到的行为的经验数据。另一种模型,然后推导出,使用统计力学的装置。该模型被应用于近似的引用频率的科学文章从两个大的集合,它表现出的预测潜力远远优于任何一个已知的引用模型的作者从文献。一些分析特性的开发模型进行了讨论,并得出结论。最后对今后的工作进行了展望。

英文摘要:

Building on ideas from linguistics, psychology, and social sciences about the possible mechanisms of human decision-making, we propose a novel theoretical framework for the citation analysis. Given the existing trend to investigate citation statistics in the context of various forms of power and Zipfian laws, we show that the popular models of citation have poor predictive ability and can hardly provide for an adequate explanation of the observed behavior of the empirical data. An alternative model is then derived, using the apparatus of statistical mechanics. The model is applied to approximate the citation frequencies of scientific articles from two large collections, and it demonstrates a predictive potential much superior to the one of any of the citation models known to the authors from the literature. Some analytical properties of the developed model are discussed, and conclusions are drawn. Directions for future work are also given at the paper's end.

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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