多尺度协作网络格局
The Multi-Scale Network Landscape of Collaboration
摘要：
随着大规模高质量数据的可用性不断提高，先进的数据建模和分析技术正在使人们能够对各种复杂的社会、自然和技术系统进行许多新颖而重要的科学理解。这些发展也为研究文化体系和现象提供了机会-可以说文化体系和现象是指人类创造力和生活方式的所有产物。文化产品的一个重要特征是，它不是孤立存在的，而是在许多层面上形成一个错综复杂的联系网。特别是在文化产品和艺术品的创作和传播中，思想的合作和交流发挥着至关重要的作用，在本文中，我们提出了新的方法来分析和揭示有意义的模式，从这样一个网络使用的网络，西方古典音乐家的网络，从一个大的-规模全面的光盘记录数据.我们描述了音乐家之间合作的网络景观中的复杂模式，从宏观到中观和微观，代表了文化风格的多样性和艺术家的个性。
英文摘要：
Propelled by the increasing availability of large-scale high-quality data, advanced data modeling and analysis techniques are enabling many novel and significant scientific understanding of a wide range of complex social, natural, and technological systems. These developments also provide opportunities for studying cultural systems and phenomena -- which can be said to refer to all products of human creativity and way of life. An important characteristic of a cultural product is that it does not exist in isolation from others, but forms an intricate web of connections on many levels. In the creation and dissemination of cultural products and artworks in particular, collaboration and communication of ideas play an essential role, which can be captured in the heterogeneous network of the creators and practitioners of art. In this paper we propose novel methods to analyze and uncover meaningful patterns from such a network using the network of western classical musicians constructed from a large-scale comprehensive Compact Disc recordings data. We characterize the complex patterns in the network landscape of collaboration between musicians across multiple scales ranging from the macroscopic to the mesoscopic and microscopic that represent the diversity of cultural styles and the individuality of the artists.
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。
