This article presents the results of a study of algorithms, methods and approaches to depersonalization and enrichment of data, including personal data. Among the types of data enrichment, demographic, geographic and behavioral data enrichments were considered, as well as statistical, semantic and pragmatic data enrichment algorithms were studied. In addition to data enrichment, categories of ontology enrichment were considered, namely expressive ontologies, lightweight ontologies such as taxonomies, and a category that includes works that use reasoning to partially replace traditional methods of knowledge extraction. Ontology enrichment is a broad area of research that can be divided into three categories of work devoted to extracting semantic knowledge from heterogeneous data. As a result of the analysis, it was found that data enrichment processes optimize sales, as well as reduce business costs, by saving finances through information management. The advantages and disadvantages of the considered approaches and methods of data enrichment and ontologies were presented. The main benefit of fortification is the increased value and accuracy of information that helps companies make important business decisions. The main disadvantage is the risk of growing redundant data, which can lead to incorrect analytics and, accordingly, to wrong business decisions, which in turn harms the business. The significance of the analysis is also presented – on the basis of the studies carried out, it is planned to form a technical proposal for creating the basic infrastructure of the project of the NTI Central Committee "Trusted Information Exchange Environment" for further research on the topic of data enrichment and depersonalization.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.
customersupport@researchsolutions.com
10624 S. Eastern Ave., Ste. A-614
Henderson, NV 89052, USA
This site is protected by reCAPTCHA and the Google Privacy Policy and Terms of Service apply.
Copyright © 2025 scite LLC. All rights reserved.
Made with 💙 for researchers
Part of the Research Solutions Family.