通过与文化遗产的互动表现公民归属感的可解释群集

IF 2.1 3区 计算机科学 Q3 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Guillermo Jiménez-Díaz, Belen Diaz-Agudo, Luis Emilio Bruni, Nele Kadastik, Anna Follo, Rossana Damiano, Manuel Striani, Angel Sanchez-Martin, Antonio Lieto
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引用次数: 0

摘要

欧盟 H2020 项目 SPICE(通过文化参与实现社会融合、参与和包容)的重点是开发、设计和实施新的公民策展方法和数字工具。本文介绍了在该项目中开发的几种软件工具,展示了通过公民和社区参与文化遗产活动来表现和可视化公民和社区的创新方法。与 SPICE 的核心理念(特别是归属感和解释-反思循环的概念)相一致,该项目的主要目标是在促进社会凝聚力的过程中加强公民的参与和融入。本文介绍了如何利用 SPICE 工具来指导对文化遗产文物的阐释和反思过程。社区模型是一个关键的组成部分,通过利用相似性函数对公民进行基于视角的聚类,实现公民和社区的建模。聚类算法经过精心设计,以生成连贯的社区,并不断重复,直到所有聚类都能利用人口统计属性、基于中心点的表征和相似性属性进行解释。作者认为,该模型在理解和构建文化遗产背景下的复杂数据方面具有重要价值。为了说明我们的方法,本文研究了 GAM(Galleria Civica d'Arte Moderna e Contemporanea)案例研究中公民个人和公民群体的不同属性。在此,我们根据参观者的人口统计属性及其在接触艺术品时的情感反应来划分视角。然后使用 VISIR 工具将这些视角可视化,促进探索和揭示公民与社区之间的联系,从而在公民空间和文化遗产空间之间架起桥梁。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interpretable Clusters for Representing Citizens’ Sense of Belonging through Interaction with Cultural Heritage

The EU H2020 project SPICE (Social cohesion, Participation, and Inclusion through Cultural Engagement) focuses on developing, designing, and implementing new methods and digital tools for citizen curation. This paper delineates several software tools developed within the project, presenting innovative approaches to represent and visualize citizens and communities resulting from their engagement with cultural heritage. Aligned with the central tenets of SPICE –particularly the notions of belonging and the Interpretation Reflection loop– the primary objective is to bolster citizens’ participation and inclusion in fostering social cohesion. This paper describes how the SPICE tools can be utilized to guide the processes of interpretation and reflection on cultural heritage artefacts. The Community Model serves as a pivotal component, enabling the modeling of citizens and communities through the utilization of similarity functions for clustering citizens based on perspectives. The clustering algorithm is intricately crafted to generate coherent communities, iterating until all clusters are interpretable using demographic attributes, centroid-based representations, and similarity attributes. Authors posit that this model holds significant value in comprehending and structuring complex data within cultural heritage contexts.

To exemplify our approach, the paper examines different attributes of individual citizens and citizen groups in the GAM (Galleria Civica d’Arte Moderna e Contemporanea) case study. Here, perspectives are delineated based on visitors’ demographic attributes and their emotional responses when engaging with artworks. These perspectives are then visualized using the VISIR tool, facilitating the exploration and revelation of connections between citizens and communities, thereby bridging the realms of citizen space and cultural heritage space.

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来源期刊
ACM Journal on Computing and Cultural Heritage
ACM Journal on Computing and Cultural Heritage Arts and Humanities-Conservation
CiteScore
4.60
自引率
8.30%
发文量
90
期刊介绍: ACM Journal on Computing and Cultural Heritage (JOCCH) publishes papers of significant and lasting value in all areas relating to the use of information and communication technologies (ICT) in support of Cultural Heritage. The journal encourages the submission of manuscripts that demonstrate innovative use of technology for the discovery, analysis, interpretation and presentation of cultural material, as well as manuscripts that illustrate applications in the Cultural Heritage sector that challenge the computational technologies and suggest new research opportunities in computer science.
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