从自然语言文档中挖掘共性和可变性

Alessio Ferrari, G. Spagnolo, F. Dell’Orletta
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引用次数: 74

摘要

如果一家公司希望以一种新的、有竞争力的产品进入一个已建立的市场,就需要分析竞争对手的产品解决方案。识别和比较其他供应商提供的功能可能对市场分析有很大帮助。然而,从竞争对手的公开可用文档中挖掘共同的和不同的特征是一项耗时且容易出错的任务。在本文中,我们建议采用基于对比分析的自然语言处理方法,从一组供应商的宣传册中识别共性和差异性。我们在基于通信的列车控制(CBTC)系统市场的背景下,向该方法的实际应用迈出了第一步。
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Mining commonalities and variabilities from natural language documents
A company who wishes to enter an established marked with a new, competitive product is required to analyse the product solutions of the competitors. Identifying and comparing the features provided by the other vendors might greatly help during the market analysis. However, mining common and variant features of from the publicly available documents of the competitors is a time consuming and error-prone task. In this paper, we suggest to employ a natural language processing approach based on contrastive analysis to identify commonalities and variabilities from the brochures of a group of vendors. We present a first step towards a practical application of the approach, in the the context of the market of Communications-Based Train Control (CBTC) systems.
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