作者
Vitor Ayres Principe, Rodrigo Gomes de Souza Vale, Juliana Brandao Pinto de Castro, Luiz Marcelo Carvano, Roberto Andre Pereira Henriques, Victor José de Almeida e Sousa Lobo, Rodolfo de Alkmim Moreira Nunes
发表日期
2022/2
来源
Artificial Intelligence Review
卷号
55
期号
2
页码范围
1351-1371
出版商
Springer Netherlands
简介
This research aims to illustrate the potential use of concepts, techniques, and mining process tools to improve the systematic review process. Thus, a review was performed on two online databases (Scopus and ISI Web of Science) from 2012 to 2019. A total of 9649 studies were identified, which were analyzed using probabilistic topic modeling procedures within a machine learning approach. The Latent Dirichlet Allocation method, chosen for modeling, required the following stages: 1) data cleansing, and 2) data modeling into topics for coherence and perplexity analysis. All research was conducted according to the standards of the Preferred Reporting Items for Systematic Reviews and Meta-Analyses in a fully computerized way. The computational literature review is an integral part of a broader literature review process. The results presented met three criteria: (1) literature review for a research area, (2 …
引用总数
20212022202320243545
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