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A new model for linguistic summarization of heterogeneous data: An application to tourism web data sources

机译:异类数据语言汇总的新模型:在旅游Web数据源中的应用

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摘要

In this paper we present the problem of aggregating heterogeneous data from various websites with opinions about high end hotels into a database. We present the fuzzy model based on the semantic translation as a tool to obtain a linguistic summarization. The characteristics of this model (necessary to solve the problem) are not together on any of the existing linguistic models: the management of the input heterogeneous data (natural language included); the procurement of linguistic results with high precision and good interpretability; and the use of unbalanced linguistic term sets described by trapezoidal membership functions for defining the initial linguistic terms. We applied it to aggregate data from certain high end hotels websites and we show a case study using the high end hotels located in Granada (Spain) from such websites during a year. With this aggregated information, a data analyst can make several analyses with the benefit of easy linguistic interpretability and a high precision. The solution proposed here can be used to similar aggregation problems.
机译:在本文中,我们提出了将来自各种网站的异构数据(关于高端酒店的意见)汇总到数据库中的问题。我们提出基于语义翻译的模糊模型作为一种获得语言概括的工具。在现有的任何语言模型中,该模型的特征(解决问题所必需的)都不是在一起的:输入异构数据的管理(包括自然语言);采购语言结果的准确性和解释性良好;以及使用梯形隶属函数描述的不平衡语言术语集来定义初始语言术语。我们将其应用于汇总某些高端酒店网站的数据,并展示了使用此类网站一年来位于西班牙格拉纳达(西班牙)的高端酒店的案例研究。利用这些汇总的信息,数据分析人员可以进行简单的语言解释和高精度的分析。此处提出的解决方案可用于类似的聚合问题。

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