Insights from a text mining survey on Expert Systems research from 2000 to 2016

被引:21
|
作者
Cortez, Paulo [1 ]
Moro, Sergio [1 ,2 ]
Rita, Paulo [3 ,4 ]
King, David [5 ]
Hall, Jon [5 ]
机构
[1] Univ Minho, ALGORITMI Res Ctr, P-4710057 Braga, Portugal
[2] Inst Univ Lisboa ISCTE IUL, ISTAR IUL, Lisbon, Portugal
[3] Inst Univ Lisboa ISCTE IUL, CIS IUL, Lisbon, Portugal
[4] Univ Nova Lisboa, NOVA Informat Management Sch NOVA IMS, Lisbon, Portugal
[5] Open Univ, Sch Comp & Commun, Milton Keynes, Bucks, England
关键词
Expert Systems; literature analysis; research categorization; research evolution; text mining; SOCIAL MEDIA; FUTURE;
D O I
10.1111/exsy.12280
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This study presents a literature analysis using a semiautomated text mining and topic modelling approach of the body of knowledge encompassed in 17years (2000-2016) of literature published in the Wiley's Expert Systems journal, a key reference in Expert Systems (ESs) research, in a total of 488 research articles. The methodological approach included analysing countries from authors' affiliations, with results emphasizing the relevance of both U.S. and U.K. researchers, with Chinese, Turkish, and Spanish holding also a significant relevance. As a result of the sparsity found on the keywords, one of our goals became to devise a taxonomy for future submissions under 2 core dimensions: ESs' methods and ESs' applications. Finally, through topic modelling, data-driven methods were unveiled as the most relevant, pairing with evaluation methods in its application to managerial sciences, arts, and humanities. Findings also show that most of the application domains are well represented, including health, engineering, energy, and social sciences.
引用
收藏
页数:10
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