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Visitor Dynamics in a Cultural Heritage Scenario

机译:文化遗产方案中的访客动力学

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摘要

We propose a biologically inspired mathematical model to simulate the personalized interactions of users with cultural heritage objects and spaces in the real case of an exhibition. The main idea is to measure the interests of a spectator with respect to an artwork by means of a model able to describe the users behavioural dynamics. In our approach, the user is assimilated to a computational neuron, and its interests are deduced by counting potential spike trains, generated by external currents. As an effort, we relies on an huge amount of log files that store visitors movements and interactions within a beautiful art exhibition named The Beauty or the Truth located in Naples, Italy. The technological tools deployed within the exhibition aim to create a novel metaphor stimulating user enjoyment and knowledge diffusion and the collected log files are useful data to analyse how such technology an influence and modify user behaviours. We also performed an experimental analysis exploiting clustering facilities to discover natural groups that reflect visiting styles. This is particularly suitable to provide the tuning of a heuristic classifier. The obtained results revealed to be particularly interesting also to understand other important aspects hidden in the data and unattended in our first analysis.
机译:我们提出了一种生物学启发的数学模型,以模拟在展览的实际情况下用文化遗产物体和空间的用户的个性化互动。主要思想是通过能够描述用户行为动态的模型来衡量观众对艺术品的兴趣。在我们的方法中,用户被同化到计算神经元,通过计算由外部电流产生的潜在尖峰列车推导出其兴趣。作为一项努力,我们依赖于一系列日志文件,该文件存储游客在意大利那不勒斯的美丽或真相命名的美丽艺术展中的游客动作和互动。在展览中部署的技术工具旨在创建一种新颖的隐喻刺激用户享受和知识扩散,收集的日志文件是有用的数据,以分析这种技术如何影响和修改用户行为。我们还进行了一个实验分析,利用聚类设施来发现反映访问风格的自然群体。这特别适合于提供启发式分类器的调谐。所获得的结果表明,特别是有趣的也是为了了解隐藏在数据中隐藏的其他重要方面,并且在第一次分析中无人看管。

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