Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques
This paper aims to capitalize on the knowledge codified on deliverables of competitive intelligence using a series of data science techniques. At the beginning, the extraction and structuring of the knowledge resulting from those reports based on a combination of Text Mining techniques applied in Py...
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| Format: | Article |
| Language: | English |
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Ecole des Sciences de l'Information
2022-03-01
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| Series: | Journal of Information Sciences |
| Subjects: | |
| Online Access: | https://revues.imist.ma/index.php/JIS/article/view/31564 |
| _version_ | 1797420450284830720 |
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| author | Amine SENNOUNI Najwa ZERRAD Badia ETTAKI |
| author_facet | Amine SENNOUNI Najwa ZERRAD Badia ETTAKI |
| author_sort | Amine SENNOUNI |
| collection | DOAJ |
| description | This paper aims to capitalize on the knowledge codified on deliverables of competitive intelligence using a series of data science techniques. At the beginning, the extraction and structuring of the knowledge resulting from those reports based on a combination of Text Mining techniques applied in Python, in order to create the dataset that will be indexed and analyzed in the next following steps. Then, building a search engine with Elasticsearch that will index the full dataset built. Finally, a recommender system has been added in order to suggest to the user a content close to this query and to recommend him the most popular competitive intelligence reports |
| first_indexed | 2024-03-09T07:02:39Z |
| format | Article |
| id | doaj.art-e08bb5a67806454892dc5fb5fc64eff5 |
| institution | Directory Open Access Journal |
| issn | 1113-4844 |
| language | English |
| last_indexed | 2024-03-09T07:02:39Z |
| publishDate | 2022-03-01 |
| publisher | Ecole des Sciences de l'Information |
| record_format | Article |
| series | Journal of Information Sciences |
| spelling | doaj.art-e08bb5a67806454892dc5fb5fc64eff52023-12-03T09:50:20ZengEcole des Sciences de l'InformationJournal of Information Sciences1113-48442022-03-01211https://doi.org/10.34874/IMIST.PRSM/jis-v21i1.31564Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniquesAmine SENNOUNI0Najwa ZERRAD1Badia ETTAKI 2MIKS Laboratory, School of Information Sciences - ESI, Rabat, MoroccoSchool of Information Sciences - ESI, Rabat, MoroccoLyRICA Laboratory, School of Information Sciences - ESI, Rabat, Morocco This paper aims to capitalize on the knowledge codified on deliverables of competitive intelligence using a series of data science techniques. At the beginning, the extraction and structuring of the knowledge resulting from those reports based on a combination of Text Mining techniques applied in Python, in order to create the dataset that will be indexed and analyzed in the next following steps. Then, building a search engine with Elasticsearch that will index the full dataset built. Finally, a recommender system has been added in order to suggest to the user a content close to this query and to recommend him the most popular competitive intelligence reportshttps://revues.imist.ma/index.php/JIS/article/view/31564competitive intelligenceknowledge managementtext miningsearch enginerecommender system |
| spellingShingle | Amine SENNOUNI Najwa ZERRAD Badia ETTAKI Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques Journal of Information Sciences competitive intelligence knowledge management text mining search engine recommender system |
| title | Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques |
| title_full | Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques |
| title_fullStr | Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques |
| title_full_unstemmed | Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques |
| title_short | Implementation of a new Knowledge Management mechanism in Competitive Intelligence using Data Science and recommendation techniques |
| title_sort | implementation of a new knowledge management mechanism in competitive intelligence using data science and recommendation techniques |
| topic | competitive intelligence knowledge management text mining search engine recommender system |
| url | https://revues.imist.ma/index.php/JIS/article/view/31564 |
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