Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP
Publications on knowledge and information creation have grown significantly due to their importance in information and knowledge management. This study aims to discover and analyze the hidden thematic topics of information and knowledge creation publications. The research applied was performed using...
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| Format: | Article |
| Language: | English |
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Regional Information Center for Science and Technology (RICeST)
2023-07-01
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| Series: | International Journal of Information Science and Management |
| Subjects: | |
| Online Access: | https://ijism.ricest.ac.ir/article_705750_3c8c9f2d5d633a088c1fd169b7973af4.pdf |
| _version_ | 1797787886243807232 |
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| author | Farshid Danesh Meisam Dastani |
| author_facet | Farshid Danesh Meisam Dastani |
| author_sort | Farshid Danesh |
| collection | DOAJ |
| description | Publications on knowledge and information creation have grown significantly due to their importance in information and knowledge management. This study aims to discover and analyze the hidden thematic topics of information and knowledge creation publications. The research applied was performed using text mining techniques and an analytical approach. The research population comprises publications on knowledge and information creation from 1900 to 2021, retrieved from the Web of Science Core Collection (WOSCC). The data were analyzed by Latent Dirichlet Allocation (LDA) algorithm and Python Programming Language. Forty-eight thousand two hundred sixty-five documents were retrieved and analyzed. "Data production," "Health seeking behavior," "Human Brain and Information processing," "Decision-making models," "Knowledge production," "Information needs," and "Digital Literacy" are among the essential topics in order of publication rate. The results indicated that the spectrum of the fourteen topics covered a variety of dimensions, including "data and knowledge creation," "information processing," "information needs and behavior," "digital literacy," and "critical thinking." The study's findings have shown the conceptual relationships between textual data and the presentation of the knowledge structure of information and knowledge creation. Based on this, it can be concluded that the creation of knowledge and information includes human mental and behavioral processes concerning knowledge. |
| first_indexed | 2024-03-13T01:28:47Z |
| format | Article |
| id | doaj.art-121614950867401db750185210e2e362 |
| institution | Directory Open Access Journal |
| issn | 2008-8302 2008-8310 |
| language | English |
| last_indexed | 2024-03-13T01:28:47Z |
| publishDate | 2023-07-01 |
| publisher | Regional Information Center for Science and Technology (RICeST) |
| record_format | Article |
| series | International Journal of Information Science and Management |
| spelling | doaj.art-121614950867401db750185210e2e3622023-07-04T09:51:02ZengRegional Information Center for Science and Technology (RICeST)International Journal of Information Science and Management2008-83022008-83102023-07-0121336338210.22034/ijism.2023.1977962.0705750Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLPFarshid Danesh0Meisam Dastani1Assistant Prof., Research Department of Information Management, Islamic World Science & Technology Monitoring and Citation Institute (ISC), Shiraz, IranPhD in Knowledge and Information Science (Information Retrieval), Director of Statistics and Information Technology, Gonabad University of Medical Sciences, Gonbad, Iran.Publications on knowledge and information creation have grown significantly due to their importance in information and knowledge management. This study aims to discover and analyze the hidden thematic topics of information and knowledge creation publications. The research applied was performed using text mining techniques and an analytical approach. The research population comprises publications on knowledge and information creation from 1900 to 2021, retrieved from the Web of Science Core Collection (WOSCC). The data were analyzed by Latent Dirichlet Allocation (LDA) algorithm and Python Programming Language. Forty-eight thousand two hundred sixty-five documents were retrieved and analyzed. "Data production," "Health seeking behavior," "Human Brain and Information processing," "Decision-making models," "Knowledge production," "Information needs," and "Digital Literacy" are among the essential topics in order of publication rate. The results indicated that the spectrum of the fourteen topics covered a variety of dimensions, including "data and knowledge creation," "information processing," "information needs and behavior," "digital literacy," and "critical thinking." The study's findings have shown the conceptual relationships between textual data and the presentation of the knowledge structure of information and knowledge creation. Based on this, it can be concluded that the creation of knowledge and information includes human mental and behavioral processes concerning knowledge.https://ijism.ricest.ac.ir/article_705750_3c8c9f2d5d633a088c1fd169b7973af4.pdfknowledge creationinformation creationdata creationdata miningtext miningtopic modelinglatent dirichlet allocation (lda) |
| spellingShingle | Farshid Danesh Meisam Dastani Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP International Journal of Information Science and Management knowledge creation information creation data creation data mining text mining topic modeling latent dirichlet allocation (lda) |
| title | Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP |
| title_full | Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP |
| title_fullStr | Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP |
| title_full_unstemmed | Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP |
| title_short | Heuristical Research on Twelve Decades of Information and Knowledge Creation Utilizing Python and NLP |
| title_sort | heuristical research on twelve decades of information and knowledge creation utilizing python and nlp |
| topic | knowledge creation information creation data creation data mining text mining topic modeling latent dirichlet allocation (lda) |
| url | https://ijism.ricest.ac.ir/article_705750_3c8c9f2d5d633a088c1fd169b7973af4.pdf |
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