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60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)

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Bibliographic Details
Main Authors: Farah Adibah, Adnan, Mohd Hafiz, Zakaria, Safwati, Ibrahim
Other Authors: farahadiba@unimap.edu.my
Format: Article
Language:English
Published: Institute of Engineering Mathematics (Universiti Malaysia Perlis) 2021
Subjects:
Bibliometric
Missing value
Imputation
Regression
Online Access:http://dspace.unimap.edu.my:80/xmlui/handle/123456789/69372
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spelling my.unimap-693722021-01-26T04:29:38Z 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019) Farah Adibah, Adnan Mohd Hafiz, Zakaria Safwati, Ibrahim farahadiba@unimap.edu.my Bibliometric Missing value Imputation Regression Link to publisher's homepage at https://amci.unimap.edu.my/ Research on missing data was initiated in 1960 and the study on this topic grew exponentially across various subject areas since then. Therefore, this study aims to analyze those studies, specifically journal articles published in the context of missing data. Scopus database and analysis tools were utilized to retrieve all available journal articles related to missing data and its data. Next, due to the large number of articles found in the Scopus database, its information can only be efficiently extracted and combined using Mendeley software. To further obtained insights on the extracted information, VOSviewer was used to obtain network visualization and overlay visualization on authors’ keyword and citation metrics was obtained using Harzing Publish or Perish software. Additionally, the growth of publication, languages used, subject area, countries involved, and publication activity were also presented using bibliometric analysis. In total, 6227 journal articles were found. The record shows that a drastic increment of research in missing data happened in 2016, with 446 publications compared to 361 in 2015. Most of the articles were affiliated with researchers in the United States and were written mainly in English. Mathematics, decision sciences, medicine, and computer science are four subject areas that have high number of articles. It is expected that the publications on this topic will increase significantly in 2020 due to its research trend that is currently blooming in the area of medicine and therefore lead to potential directions for future research. 2021-01-26T04:29:38Z 2021-01-26T04:29:38Z 2020-12 Article Applied Mathematics and Computational Intelligence (AMCI), vol.9, 2020, pages 75-86 2289-1315 (print) 2289-1323 (online) http://dspace.unimap.edu.my:80/xmlui/handle/123456789/69372 https://amci.unimap.edu.my/ en Institute of Engineering Mathematics (Universiti Malaysia Perlis)
institution Universiti Malaysia Perlis
building UniMAP Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Malaysia Perlis
content_source UniMAP Library Digital Repository
url_provider http://dspace.unimap.edu.my/
language English
topic Bibliometric
Missing value
Imputation
Regression
spellingShingle Bibliometric
Missing value
Imputation
Regression
Farah Adibah, Adnan
Mohd Hafiz, Zakaria
Safwati, Ibrahim
60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
description Link to publisher's homepage at https://amci.unimap.edu.my/
author2 farahadiba@unimap.edu.my
author_facet farahadiba@unimap.edu.my
Farah Adibah, Adnan
Mohd Hafiz, Zakaria
Safwati, Ibrahim
format Article
author Farah Adibah, Adnan
Mohd Hafiz, Zakaria
Safwati, Ibrahim
author_sort Farah Adibah, Adnan
title 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
title_short 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
title_full 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
title_fullStr 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
title_full_unstemmed 60-year research history of missing data: A bibliometric review on Scopus database (1960-2019)
title_sort 60-year research history of missing data: a bibliometric review on scopus database (1960-2019)
publisher Institute of Engineering Mathematics (Universiti Malaysia Perlis)
publishDate 2021
url http://dspace.unimap.edu.my:80/xmlui/handle/123456789/69372
_version_ 1698698596200742912
score 13.222552

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