Incorporating existing knowledge is vital for innovating, discovering, and generating new ideas. Knowledge production through research and invention is the key to scientific and technological development. As an emerging technology, nanotechnology has already proved its great potential for the global economy, attracting considerable federal investments. Canada is reported as one of the major players in producing nanotechnology research. In this paper, we focused on the main drivers of knowledge production and diffusion by analyzing Canadian nanotechnology researchers. We hypothesized that knowledge production in Canadian nanotechnology is influenced by three key proximity factors, namely cognitive, geographical, and collaborative. Using statistical analysis, social network analysis, and machine learning techniques we comprehensively assessed the influence of the proximity factors on academic knowledge production. Our results not only prove a significant impact of the three key proximity factors but also their predictive potential.
翻译:纳入现有知识对于创新、发现和创造新思想至关重要。通过研究和发明创造知识是科技发展的关键。作为一种新兴技术,纳米技术已经证明了其在全球经济中的巨大潜力,吸引了大量的联邦投资。据报告,加拿大是生产纳米技术研究的主要参与者之一。在本论文中,我们通过分析加拿大纳米技术研究人员,侧重于知识生产和传播的主要驱动因素。我们假设加拿大纳米技术的知识生产受到认知、地理和协作这三个关键近距离因素的影响。我们利用统计分析、社会网络分析以及机器学习技术,全面评估了近距离因素对学术知识生产的影响。我们的结果不仅证明了三大关键近距离因素的重大影响,而且证明了其预测潜力。