论文标题
RISER：通过视觉分析检查区域工业结构的状态和动态
RISeer: Inspecting the Status and Dynamics of Regional Industrial Structure via Visual Analytics
论文作者
论文摘要
重组区域工业结构（RIS）有可能制止经济衰退并实现振兴。了解RIS的当前状态和动态将大大帮助研究和评估当前的工业结构。先前的研究集中在定性和定量研究上，从宏观的角度将RIS合理化。尽管最近的研究已从微观的角度追溯了工业企业层面的信息，但基本变量的歧义是有助于工业部门及其组成的基础变量，动态性质以及RIS记录的大量多变量特征掩盖了对RIS的深度和良好的理解。为此，我们提出了一个交互式可视化系统Riseer，该系统基于可解释的机器学习模型和旨在识别RI的进化模式的增强的可视化，并促进区域间检查和比较。两项案例研究证实了我们方法的有效性，专家的反馈表明，Riseer有助于他们对RIS的动态和演变有很好的了解。
Restructuring the regional industrial structure (RIS) has the potential to halt economic recession and achieve revitalization. Understanding the current status and dynamics of RIS will greatly assist in studying and evaluating the current industrial structure. Previous studies have focused on qualitative and quantitative research to rationalize RIS from a macroscopic perspective. Although recent studies have traced information at the industrial enterprise level to complement existing research from a micro perspective, the ambiguity of the underlying variables contributing to the industrial sector and its composition, the dynamic nature, and the large number of multivariant features of RIS records have obscured a deep and fine-grained understanding of RIS. To this end, we propose an interactive visualization system, RISeer, which is based on interpretable machine learning models and enhanced visualizations designed to identify the evolutionary patterns of the RIS and facilitate inter-regional inspection and comparison. Two case studies confirm the effectiveness of our approach, and feedback from experts indicates that RISeer helps them to gain a fine-grained understanding of the dynamics and evolution of the RIS.
