A Three-Stage method for Data Text Mining: Using UGC in BusinessIntelligence Analysis
Journal article
Bennett, D and Saura Lacárcel, JR (2019). A Three-Stage method for Data Text Mining: Using UGC in BusinessIntelligence Analysis. Symmetry. 11 (4), p. 519. https://doi.org/10.3390/sym11040519
| Authors | Bennett, D and Saura Lacárcel, JR |
|---|---|
| Abstract | The global development of the Internet, which enabled the analysis of large amounts of data and the services linked to their use, has led companies to modify their business strategies in search of new ways to increase marketing productivity and profitability. Many strategies are based on business intelligence (BI) and marketing intelligence (MI) that make it possible to extract profitable knowledge and insights from large amounts of data generated by company customers in digital environments. In this context, the present study proposes a three-step research methodology based on data text mining (DTM). In further research, this methodology can be used for business intelligence analysis (BIA) strategies to analyze user generated content (UGC) in social networks and on digital platforms. The proposed methodology unfolds in the following three stages. First, a Latent Dirichlet Allocation (LDA) model that determines the database topic is used. Second, a sentiment analysis (SA) is proposed. This SA is applied to the LDA results to divide the topics identified in the sample into negative, positive, and neutral sentiments. Thirdly, textual analysis (TA) with data text mining techniques is applied on the topics in each sentiment. The proposed methodology offers important advances in data text mining in terms of accuracy, reliability and insight generation for both researchers and practitioners seeking to improve the BIA processes in business and other sectors. |
| Keywords | Data-Mining; User-Generated-Content; Machine learning; Nvivo |
| Year | 2019 |
| Journal | Symmetry |
| Journal citation | 11 (4), p. 519 |
| Publisher | MDPI |
| ISSN | 2073-8994 |
| Digital Object Identifier (DOI) | https://doi.org/10.3390/sym11040519 |
| Web address (URL) | https://www.mdpi.com/2073-8994/11/4/519 |
| Publication dates | |
| 10 Apr 2019 | |
| Publication process dates | |
| Deposited | 17 Apr 2019 |
| Accepted | 08 Apr 2019 |
| Accepted author manuscript | License File Access Level Open |
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