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Reproducing dynamics related to an Internet of Things framework: A numerical and statistical approach

机译:重现与物联网框架有关的动态:一种数字和统计方法

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摘要

In the Cultural Heritage domain, novel fruition and enjoyment approaches, based on Internet of Things (IoT) paradigm, have the effect to change the way people expenencing cultural spaces, such as museums and exhibitions. Within these environments, a mam challenge is to classify and forecast the behaviours of visitors by collecting their movements, choices and needs. In this paper, starting from the design of an IoT system for collecting behavioural data, we propose and discuss a model able to reproduce, and then "predict", the dynamics related to the interactions of the visitors with the exposed artworks and, in particular, with the available technologies. Generally, collected data are affected by many kinds of errors; to address this issue a powerful statistical method to reproduce the dynamics related to the visiting styles of the spectators is proposed. Numencal experiments on real data have been reported in order to assess the proposed methodology.
机译:在文化遗产领域,基于物联网(IoT)范式的新颖成果和娱乐方法可以改变人们体验文化空间的方式,例如博物馆和展览。在这些环境中,一个主要挑战是通过收集访客的活动,选择和需求来分类和预测访客的行为。在本文中,从设计用于收集行为数据的IoT系统开始,我们提出并讨论了一种模型,该模型能够复制并“预测”与访客与裸露的艺术品以及特别是利用现有技术。通常,收集的数据会受到多种错误的影响。为了解决这个问题,提出了一种强大的统计方法来再现与观众的来访风格有关的动态。为了评估所提出的方法,已经报道了对真实数据的数值实验。

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