文本数据驱动的新产品开发:系统映射综述

IF 1.8 Q3 MANAGEMENT Nankai Business Review International Pub Date : 2022-11-17 DOI:10.1108/nbri-04-2021-0029
Navid Mohammadi, Nader Seyyedamiri, Saeed Heshmati
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引用次数: 0

摘要

目的本研究/论文的目的是进行系统的映射审查,作为一种系统的文献审查方法,通过文本挖掘和映射审查结果来审查新产品开发的文献。设计/方法论/方法本研究旨在基于文本数据系统地回顾产品设计和开发领域的文献。本研究想知道,文本数据和文本挖掘方法,如何能够用于新产品的设计和开发。发现这篇综述找出了这个领域最流行的算法是什么?使用这些方法最受欢迎的领域是什么?该领域使用了哪些类型的数据?在这方面使用了什么软件?这方面的研究差距在哪里?原创性/价值本综述的贡献是从各个方面为该研究领域的研究创建了一个宏观而全面的地图,并通过系统的地图综述来确定该研究领域中的利弊。
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Text data-driven new product development: a systematic mapping review
Purpose The purpose of this study/paper is conducting a Systematic mapping review, as a systematic literature review method for reviewing the literature of new product development by textmining and mapping the results of this review. Design/methodology/approach This research has been conducted with the aim of systematically reviewing the literature on the field of design and development of products based on textual data. This research wants to know, how text data and text mining methods, can use for the design and development of new products. Findings This review finds out what are the most popular algorithms in this field? What are the most popular areas in using these approaches? What types of data are used in this area? What software is used in this regard? And what are the research gaps in this area? Originality/value The contribution of this review is creating a macro and comprehensive map for research in this field of study from various aspects and identifying the pros and cons of this field of study by systematic mapping review.
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来源期刊
CiteScore
2.30
自引率
3.60%
发文量
32
期刊介绍: Nankai Business Review International (NBRI) provides insights in to the adaptation of American and European management theory in China, the differences and exchanges between Chinese and western management styles, the relationship between Chinese enterprises’ management practice and social evolution and showcases the development and evolution of management theories based on Chinese cultural characteristics. The journal provides research of interest to managers and entrepreneurs worldwide with an interest in China as well as research associations and scholars focusing on Chinese problems in business and management.
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