Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study

Bibliographic Details
Main Author: Samreth, D.
Publication Date: 2018
Other Authors: Arnavielle, S., Ingenrieth, F., Bedbrook, A., Onorato, G. L., Murray, R., Almeida, R., Mizani, M. A., Fonseca, J., Costa, E., Malva, João, Morais-Almeida, M., Pereira, A. M., Todo-Bom, A., Menditto, E., Stellato, C., Ventura, M. T., Larenas-Linnemann, D., Fuentes-Pérez, J-M., Huerta-Villalobos, Y. R., Cruz, A. A., Stelmach, R., Silva, J. da, Emuzyte, R., Kvedariene, V., Valiulis, A., Annesi-Maesano, I., Bosse, I., Demoly, P., Devillier, P., Fontaine, J. F., Kuna, P., Samolinski, B., Klimek, L., Mösges, R., Pfaar, O., Shamai, S., Bewick, M., Ryan, D., Sheikh, A., Anto, J. M., Cardona, V., Mullol, J., Valero, A., Chavannes, N. H., Fokkens, W. J., Reitsma, S., Roller-Wirnsberger, R. E., Tomazic, P. V., Haahtela, T., Toppila-Salmi, S., Valovirta, E., Makris, M., Papadopoulos, N. G., Prokopakis, E. P., Psarros, F., Gemicioğlu, B., Yorgancioglu, A., Bindslev-Jensen, C., Eller, E., Kull, I., Wickman, M., Bachert, C., Hellings, P. W., Pugin, B., Bosnic-Anticevich, S., O’Hehir, R. E., Kolek, V., Sova, M., Wehner, K., De Vries, G., van Eerd, M., Laune, D., Wittmann, J., Bousquet, J., Poncelet, P., Mota-Pinto, A.
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://hdl.handle.net/10316/92624
https://doi.org/10.1186/s40413-018-0194-3
Summary: Background Collecting data on the localization of users is a key issue for the MASK (Mobile Airways Sentinel networK: the Allergy Diary) App. Data anonymization is a method of sanitization for privacy. The European Commission’s Article 29 Working Party stated that geolocation information is personal data. To assess geolocation using the MASK method and to compare two anonymization methods in the MASK database to find an optimal privacy method. Methods Geolocation was studied for all people who used the Allergy Diary App from December 2015 to November 2017 and who reported medical outcomes. Two different anonymization methods have been evaluated: Noise addition (randomization) and k-anonymity (generalization). Results Ninety-three thousand one hundred and sixteen days of VAS were collected from 8535 users and 54,500 (58.5%) were geolocalized, corresponding to 5428 users. Noise addition was found to be less accurate than k-anonymity using MASK data to protect the users’ life privacy. Discussion k-anonymity is an acceptable method for the anonymization of MASK data and results can be used for other databases.
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spelling Geolocation with respect to personal privacy for the Allergy Diary app - a MASK studyAnonymizationAppMASKRhinitisAsthmaBackground Collecting data on the localization of users is a key issue for the MASK (Mobile Airways Sentinel networK: the Allergy Diary) App. Data anonymization is a method of sanitization for privacy. The European Commission’s Article 29 Working Party stated that geolocation information is personal data. To assess geolocation using the MASK method and to compare two anonymization methods in the MASK database to find an optimal privacy method. Methods Geolocation was studied for all people who used the Allergy Diary App from December 2015 to November 2017 and who reported medical outcomes. Two different anonymization methods have been evaluated: Noise addition (randomization) and k-anonymity (generalization). Results Ninety-three thousand one hundred and sixteen days of VAS were collected from 8535 users and 54,500 (58.5%) were geolocalized, corresponding to 5428 users. Noise addition was found to be less accurate than k-anonymity using MASK data to protect the users’ life privacy. Discussion k-anonymity is an acceptable method for the anonymization of MASK data and results can be used for other databases.F31D-D663-4EF2 | Anabela Mota Pintoinfo:eu-repo/semantics/publishedVersion2018info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articlehttps://hdl.handle.net/10316/92624https://hdl.handle.net/10316/92624https://doi.org/10.1186/s40413-018-0194-3eng1939-4551cv-prod-605674Samreth, D.Arnavielle, S.Ingenrieth, F.Bedbrook, A.Onorato, G. L.Murray, R.Almeida, R.Mizani, M. A.Fonseca, J.Costa, E.Malva, JoãoMorais-Almeida, M.Pereira, A. M.Todo-Bom, A.Menditto, E.Stellato, C.Ventura, M. T.Larenas-Linnemann, D.Fuentes-Pérez, J-M.Huerta-Villalobos, Y. R.Cruz, A. A.Stelmach, R.Silva, J. daEmuzyte, R.Kvedariene, V.Valiulis, A.Annesi-Maesano, I.Bosse, I.Demoly, P.Devillier, P.Fontaine, J. F.Kuna, P.Samolinski, B.Klimek, L.Mösges, R.Pfaar, O.Shamai, S.Bewick, M.Ryan, D.Sheikh, A.Anto, J. M.Cardona, V.Mullol, J.Valero, A.Chavannes, N. H.Fokkens, W. J.Reitsma, S.Roller-Wirnsberger, R. E.Tomazic, P. V.Haahtela, T.Toppila-Salmi, S.Valovirta, E.Makris, M.Papadopoulos, N. G.Prokopakis, E. P.Psarros, F.Gemicioğlu, B.Yorgancioglu, A.Bindslev-Jensen, C.Eller, E.Kull, I.Wickman, M.Bachert, C.Hellings, P. W.Pugin, B.Bosnic-Anticevich, S.O’Hehir, R. E.Kolek, V.Sova, M.Wehner, K.De Vries, G.van Eerd, M.Laune, D.Wittmann, J.Bousquet, J.Poncelet, P.Mota-Pinto, A.info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2022-05-25T03:19:30Zoai:estudogeral.uc.pt:10316/92624Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T05:40:04.333665Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
title Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
spellingShingle Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
Samreth, D.
Anonymization
App
MASK
Rhinitis
Asthma
title_short Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
title_full Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
title_fullStr Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
title_full_unstemmed Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
title_sort Geolocation with respect to personal privacy for the Allergy Diary app - a MASK study
author Samreth, D.
author_facet Samreth, D.
Arnavielle, S.
Ingenrieth, F.
Bedbrook, A.
Onorato, G. L.
Murray, R.
Almeida, R.
Mizani, M. A.
Fonseca, J.
Costa, E.
Malva, João
Morais-Almeida, M.
Pereira, A. M.
Todo-Bom, A.
Menditto, E.
Stellato, C.
Ventura, M. T.
Larenas-Linnemann, D.
Fuentes-Pérez, J-M.
Huerta-Villalobos, Y. R.
Cruz, A. A.
Stelmach, R.
Silva, J. da
Emuzyte, R.
Kvedariene, V.
Valiulis, A.
Annesi-Maesano, I.
Bosse, I.
Demoly, P.
Devillier, P.
Fontaine, J. F.
Kuna, P.
Samolinski, B.
Klimek, L.
Mösges, R.
Pfaar, O.
Shamai, S.
Bewick, M.
Ryan, D.
Sheikh, A.
Anto, J. M.
Cardona, V.
Mullol, J.
Valero, A.
Chavannes, N. H.
Fokkens, W. J.
Reitsma, S.
Roller-Wirnsberger, R. E.
Tomazic, P. V.
Haahtela, T.
Toppila-Salmi, S.
Valovirta, E.
Makris, M.
Papadopoulos, N. G.
Prokopakis, E. P.
Psarros, F.
Gemicioğlu, B.
Yorgancioglu, A.
Bindslev-Jensen, C.
Eller, E.
Kull, I.
Wickman, M.
Bachert, C.
Hellings, P. W.
Pugin, B.
Bosnic-Anticevich, S.
O’Hehir, R. E.
Kolek, V.
Sova, M.
Wehner, K.
De Vries, G.
van Eerd, M.
Laune, D.
Wittmann, J.
Bousquet, J.
Poncelet, P.
Mota-Pinto, A.
author_role author
author2 Arnavielle, S.
Ingenrieth, F.
Bedbrook, A.
Onorato, G. L.
Murray, R.
Almeida, R.
Mizani, M. A.
Fonseca, J.
Costa, E.
Malva, João
Morais-Almeida, M.
Pereira, A. M.
Todo-Bom, A.
Menditto, E.
Stellato, C.
Ventura, M. T.
Larenas-Linnemann, D.
Fuentes-Pérez, J-M.
Huerta-Villalobos, Y. R.
Cruz, A. A.
Stelmach, R.
Silva, J. da
Emuzyte, R.
Kvedariene, V.
Valiulis, A.
Annesi-Maesano, I.
Bosse, I.
Demoly, P.
Devillier, P.
Fontaine, J. F.
Kuna, P.
Samolinski, B.
Klimek, L.
Mösges, R.
Pfaar, O.
Shamai, S.
Bewick, M.
Ryan, D.
Sheikh, A.
Anto, J. M.
Cardona, V.
Mullol, J.
Valero, A.
Chavannes, N. H.
Fokkens, W. J.
Reitsma, S.
Roller-Wirnsberger, R. E.
Tomazic, P. V.
Haahtela, T.
Toppila-Salmi, S.
Valovirta, E.
Makris, M.
Papadopoulos, N. G.
Prokopakis, E. P.
Psarros, F.
Gemicioğlu, B.
Yorgancioglu, A.
Bindslev-Jensen, C.
Eller, E.
Kull, I.
Wickman, M.
Bachert, C.
Hellings, P. W.
Pugin, B.
Bosnic-Anticevich, S.
O’Hehir, R. E.
Kolek, V.
Sova, M.
Wehner, K.
De Vries, G.
van Eerd, M.
Laune, D.
Wittmann, J.
Bousquet, J.
Poncelet, P.
Mota-Pinto, A.
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dc.contributor.author.fl_str_mv Samreth, D.
Arnavielle, S.
Ingenrieth, F.
Bedbrook, A.
Onorato, G. L.
Murray, R.
Almeida, R.
Mizani, M. A.
Fonseca, J.
Costa, E.
Malva, João
Morais-Almeida, M.
Pereira, A. M.
Todo-Bom, A.
Menditto, E.
Stellato, C.
Ventura, M. T.
Larenas-Linnemann, D.
Fuentes-Pérez, J-M.
Huerta-Villalobos, Y. R.
Cruz, A. A.
Stelmach, R.
Silva, J. da
Emuzyte, R.
Kvedariene, V.
Valiulis, A.
Annesi-Maesano, I.
Bosse, I.
Demoly, P.
Devillier, P.
Fontaine, J. F.
Kuna, P.
Samolinski, B.
Klimek, L.
Mösges, R.
Pfaar, O.
Shamai, S.
Bewick, M.
Ryan, D.
Sheikh, A.
Anto, J. M.
Cardona, V.
Mullol, J.
Valero, A.
Chavannes, N. H.
Fokkens, W. J.
Reitsma, S.
Roller-Wirnsberger, R. E.
Tomazic, P. V.
Haahtela, T.
Toppila-Salmi, S.
Valovirta, E.
Makris, M.
Papadopoulos, N. G.
Prokopakis, E. P.
Psarros, F.
Gemicioğlu, B.
Yorgancioglu, A.
Bindslev-Jensen, C.
Eller, E.
Kull, I.
Wickman, M.
Bachert, C.
Hellings, P. W.
Pugin, B.
Bosnic-Anticevich, S.
O’Hehir, R. E.
Kolek, V.
Sova, M.
Wehner, K.
De Vries, G.
van Eerd, M.
Laune, D.
Wittmann, J.
Bousquet, J.
Poncelet, P.
Mota-Pinto, A.
dc.subject.por.fl_str_mv Anonymization
App
MASK
Rhinitis
Asthma
topic Anonymization
App
MASK
Rhinitis
Asthma
description Background Collecting data on the localization of users is a key issue for the MASK (Mobile Airways Sentinel networK: the Allergy Diary) App. Data anonymization is a method of sanitization for privacy. The European Commission’s Article 29 Working Party stated that geolocation information is personal data. To assess geolocation using the MASK method and to compare two anonymization methods in the MASK database to find an optimal privacy method. Methods Geolocation was studied for all people who used the Allergy Diary App from December 2015 to November 2017 and who reported medical outcomes. Two different anonymization methods have been evaluated: Noise addition (randomization) and k-anonymity (generalization). Results Ninety-three thousand one hundred and sixteen days of VAS were collected from 8535 users and 54,500 (58.5%) were geolocalized, corresponding to 5428 users. Noise addition was found to be less accurate than k-anonymity using MASK data to protect the users’ life privacy. Discussion k-anonymity is an acceptable method for the anonymization of MASK data and results can be used for other databases.
publishDate 2018
dc.date.none.fl_str_mv 2018
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv https://hdl.handle.net/10316/92624
https://hdl.handle.net/10316/92624
https://doi.org/10.1186/s40413-018-0194-3
url https://hdl.handle.net/10316/92624
https://doi.org/10.1186/s40413-018-0194-3
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1939-4551
cv-prod-605674
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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instname_str FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
instacron_str RCAAP
institution RCAAP
reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
repository.mail.fl_str_mv info@rcaap.pt
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