基于蜂窝网络数据的旅游分类分析

IF 16.4 1区 化学 Q1 CHEMISTRY, MULTIDISCIPLINARY Accounts of Chemical Research Pub Date : 2018-01-02 DOI:10.1080/17489725.2018.1463466
M. Mamei, Massimo Colonna
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引用次数: 9

摘要

摘要我们提出并评估了一种根据蜂窝网络数据估计某个地区游客存在的分类方法。我们的方法基于建立一个分类器,根据五个主要类别给用户贴标签:居民、通勤者、在途人员、游客和短途旅行者。我们在意大利的一些重要旅游城市进行了实验:威尼斯、佛罗伦萨、都灵和莱切。在缺乏可靠的基本事实数据的情况下,我们分析了不同类别的组成,获得了符合领域知识的结果。此外,这些结果也得到了对游客经常光顾的地点的分析的支持,这完全符合预期。最后,被归类为游客的用户数量与该地区游客人数的官方统计数据密切相关。
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Analysis of tourist classification from cellular network data
Abstract We present and evaluate a classification method to estimate tourist presence in an area from cellular network data. Our approach is based on setting up a classifier to label users according to five main classes: residents, commuters, people in-transit, tourists and excursionists. We experiment the approach in some important tourist cities in Italy: Venice, Florence, Turin and Lecce. In the lack of sound groundtruth data, we analysed the composition of different classes obtaining results in line with domain knowledge. Moreover, these results are also supported by an analysis of the locations frequented by the tourists that well conforms with expectations. Finally, the number of users classified as tourists is strongly correlated with official statistics on tourist presence in the area.
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来源期刊
Accounts of Chemical Research
Accounts of Chemical Research 化学-化学综合
CiteScore
31.40
自引率
1.10%
发文量
312
审稿时长
2 months
期刊介绍: Accounts of Chemical Research presents short, concise and critical articles offering easy-to-read overviews of basic research and applications in all areas of chemistry and biochemistry. These short reviews focus on research from the author’s own laboratory and are designed to teach the reader about a research project. In addition, Accounts of Chemical Research publishes commentaries that give an informed opinion on a current research problem. Special Issues online are devoted to a single topic of unusual activity and significance. Accounts of Chemical Research replaces the traditional article abstract with an article "Conspectus." These entries synopsize the research affording the reader a closer look at the content and significance of an article. Through this provision of a more detailed description of the article contents, the Conspectus enhances the article's discoverability by search engines and the exposure for the research.
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