基于文本相似度的智能查号引擎研究
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河北省科学技术研究与发展计划项目(14K50120D); 河北省教育厅青年基金(QN2014174)


Research on intelligent phone number checking engine based on text similarity
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    摘要:

    为了帮助电话人工客服座席提供不间断地、质量稳定的服务,有必要研发智能查号引擎。基于最长公共子序列算法和最长公共子元素序列算法的研究,提出了短文本相似度计算算法,以提高查号的准确性,并以此为基础,设计出智能查号搜索引擎系统及其实现方法。考虑到实际需求,通过自然语言处理中的分词、简称替换、同义词替换、构建停用词表等,对数据进行预处理;通过基于HowNet和同义词词林的相似计算,完成进一步的数据处理;对外提供遵循REST规范的API接口。实验表明,智能查号引擎的设计可行,具有较好的业务处理能力,可满足用户需求;同时,也存在一些问题,有待于进一步的改进。智能查号引擎可以提供24 h不间断服务,相对于人工服务,具有更高的查号效率和更稳定的高质服务,可为智能电话客服的发展提供借鉴。

    Abstract:

    In order to help the telephone customer service agents provide uninterrupted and stable quality services, it is necessary to develop the intelligent phone number checking engine. Based on the research of the longest common subsequence algorithm and the longest common sub-element sequence algorithm, a short text similarity calculation algorithm is proposed to improve the accuracy of the search number. Based on this, the intelligent phone number checking engine and its implementation method are designed. Taking into account the actual needs, the data is preprocessed by word segmentation, abbreviation substitution, synonym replacement, and construction of stopword vocabularies in natural language processing; further data processing is accomplished by similar calculations based on HowNet and synonym word forests. Externally API interfaces abiding by REST-compliant are provided. Experiments show that the design of the intelligent phone number checking engine is feasible and has good business processing capabilities to meet user needs. At the same time, there are also some problems that need further improvement. The intelligent phone number checking engine can provide 24 hours uninterrupted service. Compared with manual services, it has higher search efficiency and more stable quality services, which can provide reference for the development of smart phone customer service.

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乔世权,戴继勇.基于文本相似度的智能查号引擎研究[J].河北科技大学学报,2018,39(3):282-288

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  • 收稿日期:2018-04-23
  • 最后修改日期:2018-05-20
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  • 在线发布日期: 2018-06-26
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