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However, the high diversity of approaches introduced in relevant studies poses a challenge to gaining a profound understanding of the field. In response to this, the current study presents an exhaustive and well-structured bibliometric analysis of the social network anonymization field. To begin our research, related studies from the period of 2007\u20132022 were collected from the Scopus Database and then preprocessed. Following this, the VOSviewer was used to visualize the network of authors\u2019 keywords. Subsequently, extensive statistical and network analyses were performed to identify the most prominent keywords and trending topics. Additionally, the application of co-word analysis through SciMAT and the Alluvial diagram allowed us to explore the themes of social network anonymization and scrutinize their evolution over time. These analyses culminated in an innovative taxonomy of the existing approaches and anticipation of potential trends in this domain. To the best of our knowledge, this is the first bibliometric analysis in the social network anonymization field, which offers a deeper understanding of the current state and an insightful roadmap for future research in this domain.<\/jats:p>","DOI":"10.1007\/s10115-024-02289-y","type":"journal-article","created":{"date-parts":[[2025,1,3]],"date-time":"2025-01-03T05:26:15Z","timestamp":1735881975000},"page":"29-108","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":11,"title":["A comprehensive bibliometric analysis on social network anonymization: current approaches and future directions"],"prefix":"10.1007","volume":"67","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-9670-8422","authenticated-orcid":false,"given":"Navid","family":"Yazdanjue","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3513-3781","authenticated-orcid":false,"given":"Hossein","family":"Yazdanjouei","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8298-7512","authenticated-orcid":false,"given":"Hassan","family":"Gharoun","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-6556-2926","authenticated-orcid":false,"given":"Mohammad Sadegh","family":"Khorshidi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5250-9165","authenticated-orcid":false,"given":"Morteza","family":"Rakhshaninejad","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9469-5648","authenticated-orcid":false,"given":"Babak","family":"Amiri","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-2798-0104","authenticated-orcid":false,"given":"Amir H.","family":"Gandomi","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,1,3]]},"reference":[{"issue":"3","key":"2289_CR1","doi-asserted-by":"crossref","first-page":"1974","DOI":"10.1109\/COMST.2016.2533668","volume":"18","author":"JH Abawajy","year":"2016","unstructured":"Abawajy JH, Ninggal MIH, Herawan T (2016) Privacy preserving social network data publication. 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