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Generating Competitive Intelligence Digests with a LDA-Based Method: A Case of BT Intellact

机译:基于LDA的方法生成竞争情报摘要:BT智能案例

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摘要

Internet has transformed the ways that organizations gather, produce and transmit competitive intelligence (CI), especially in the age of big data. This paper introduces a competitive intelligence digest generation method based on LDA topic modelling and representative text extraction. With the incorporated metric of perplexity, the proposed method is capable of automatic grouping of the texts and generating CI digests in an appropriate number of topics. Moreover, the method is applied to the context of BT Plc in the form of a case study, demonstrating its effectiveness in practical use.
机译:互联网已经改变了组织收集,产生和传输竞争情报(CI)的方式,特别是在大数据时代。本文介绍了一种基于LDA主题建模和代表性文本提取的竞争情报摘要生成方法。利用所包含的困惑度,所提出的方法能够自动对文本进行分组,并在适当数量的主题中生成CI摘要。此外,该方法以案例研究的形式应用于BT Plc的情况,证明了其在实际使用中的有效性。

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