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Privacy-preserving record linkage using Bloom filters
BACKGROUND: Combining multiple databases with disjunctive or additional information on the same person is occurring increasingly throughout research. If unique identification numbers for these individuals are not available, probabilistic record linkage is used for the identification of matching reco...
Autores principales: | , , |
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Formato: | Texto |
Lenguaje: | English |
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BioMed Central
2009
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2753305/ https://www.ncbi.nlm.nih.gov/pubmed/19706187 http://dx.doi.org/10.1186/1472-6947-9-41 |
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author | Schnell, Rainer Bachteler, Tobias Reiher, Jörg |
author_facet | Schnell, Rainer Bachteler, Tobias Reiher, Jörg |
author_sort | Schnell, Rainer |
collection | PubMed |
description | BACKGROUND: Combining multiple databases with disjunctive or additional information on the same person is occurring increasingly throughout research. If unique identification numbers for these individuals are not available, probabilistic record linkage is used for the identification of matching record pairs. In many applications, identifiers have to be encrypted due to privacy concerns. METHODS: A new protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers has been developed. The protocol is based on Bloom filters on q-grams of identifiers. RESULTS: Tests on simulated and actual databases yield linkage results comparable to non-encrypted identifiers and superior to results from phonetic encodings. CONCLUSION: We proposed a protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers. Since the protocol can be easily enhanced and has a low computational burden, the protocol might be useful for many applications requiring privacy-preserving record linkage. |
format | Text |
id | pubmed-2753305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2009 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-27533052009-09-29 Privacy-preserving record linkage using Bloom filters Schnell, Rainer Bachteler, Tobias Reiher, Jörg BMC Med Inform Decis Mak Technical Advance BACKGROUND: Combining multiple databases with disjunctive or additional information on the same person is occurring increasingly throughout research. If unique identification numbers for these individuals are not available, probabilistic record linkage is used for the identification of matching record pairs. In many applications, identifiers have to be encrypted due to privacy concerns. METHODS: A new protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers has been developed. The protocol is based on Bloom filters on q-grams of identifiers. RESULTS: Tests on simulated and actual databases yield linkage results comparable to non-encrypted identifiers and superior to results from phonetic encodings. CONCLUSION: We proposed a protocol for privacy-preserving record linkage with encrypted identifiers allowing for errors in identifiers. Since the protocol can be easily enhanced and has a low computational burden, the protocol might be useful for many applications requiring privacy-preserving record linkage. BioMed Central 2009-08-25 /pmc/articles/PMC2753305/ /pubmed/19706187 http://dx.doi.org/10.1186/1472-6947-9-41 Text en Copyright ©2009 Schnell et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Technical Advance Schnell, Rainer Bachteler, Tobias Reiher, Jörg Privacy-preserving record linkage using Bloom filters |
title | Privacy-preserving record linkage using Bloom filters |
title_full | Privacy-preserving record linkage using Bloom filters |
title_fullStr | Privacy-preserving record linkage using Bloom filters |
title_full_unstemmed | Privacy-preserving record linkage using Bloom filters |
title_short | Privacy-preserving record linkage using Bloom filters |
title_sort | privacy-preserving record linkage using bloom filters |
topic | Technical Advance |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2753305/ https://www.ncbi.nlm.nih.gov/pubmed/19706187 http://dx.doi.org/10.1186/1472-6947-9-41 |
work_keys_str_mv | AT schnellrainer privacypreservingrecordlinkageusingbloomfilters AT bachtelertobias privacypreservingrecordlinkageusingbloomfilters AT reiherjorg privacypreservingrecordlinkageusingbloomfilters |