| [1] | Ronning, G., Sturm, R., Höhne, J., Lenz, R., Rosemann, M., Scheffler, M. and Vorgrimler, D., Handbuch zur Anonymisierung wirtschaftsstatistischer Mikrodaten, Statistisches Bundesamt, Wiesbaden, Series ‘Statistik und Wissenschaft’, vol. 4, 2005. |
| |
| [2] | JdS 2025, 56 ème Journées de Statistique de la Societé Francaise de Statistique, Université Aix-Marseille, june 2025, see: https://jds2025.sciencesconf.org/?lang=fr. |
| |
| [3] | Lenz, R., Measuring the disclosure protection of micro aggregated business microdata - an analysis taking as an example the German Structure of Costs Survey, Journal of Official Statistics 22 (4), 681-710, 2006. |
| |
| [4] | Eurostat, Statistical confidentiality and personal data protection, 2023. Available at: https:// ec.europa.eu/ eurostat/ de/web/ microdata/statistical-confidentiality-and-personal-data-protection. |
| |
| [5] | Broen, K., Rob, T. and Jon, Z., Measuring the impact of spatial perturbations on the relationship between data privacy and validity of descriptive Statistics, 2021, International Journal of Health Geographics, 20 (3). |
| |
| [6] | Dwork, C., Differential privacy, International colloquium on automata, languages, and programming, 1-12, 2006. |
| |
| [7] | Gao, S., Rao, J., Liu, X., Kang, Y., Huang, Q., App, J., Exploring the effectiveness of geomasking techniques for protecting the geoprivacy of Twitter users, Journal of spatial inform. science, 19, 105–129, 2019. |
| |
| [8] | Armstrong, M.P., Rushton, G. and Zimmermann, D.L., Geographically Masking Health Data to preserve Confidentiality, Statistics in Medicine, 18, 497-525, 1999. |
| |
| [9] | Kwan, M., Casas, I. and Schmitz, B. (2004), Protection of Geoprivacy and Accuracy of Spa-tial Information: How Effective Are Geographical Masks? Cartographica, 39(2), 15-28, 2004. |
| |
| [10] | Houfaf-Khoufaf, W. and Touya, G., Geographically Masking Addresses to Study COVID-19 Clusters, Univ. Gustave Eiffel, 2021. |
| |
| [11] | Delmelle, E. M., Desjardins, M. R.; Jung, P., Owusu, C., Hohl, A., Dony, C., Uncertainty in geospatial health: challenges and oppurtunities ahead, Annals of Epidemology, 65, 15-30, 2022. |
| |
| [12] | Hampton, K.H., Fitch, M.K., Allshouse, W.B., Doherty, I.A., Gesink, D.C., Leone, P.A. and Miller, W.C., Mapping Health Data: Improved Privacy Protection with Donut Method Geomasking, American Journal of Epidemiology, 172 (9), 1062–1069, 2010. |
| |
| [13] | Ocaña-Riola, R., Common errors in disease mapping, Geospatial Health, 4 (2), 139-154, 2010. |
| |
| [14] | Seidl, D.E., Paulus, G., Jankowski, P., and Regenfelder, M., Spatial obfuscation methods for privacy protection of household-level data, Applied Geography, 63, 253-263, 2015. |
| |
| [15] | Kounadi, O. and Leitner, M., Adaptive areal elimination: A transparent way of disclo-sing protected spatial datasets, Computers, Environment and Urban Systems, 57, 59–67. |
| |
| [16] | Koller, D., Wohlrab, D., Sedlmeir, G. and Augustin, J., Geografische Ansätze in der Gesundheitsberichterstattung, Bundesgesundheitsblatt, 63, 1108–1117, 2020. |
| |
| [17] | Erfuhrt, K., Groß, M., Rendtel, U., Schmid, T., Kernel density smoothing of composite spatial data on administrative area level - A case study of voting data in Berlin, AStA Wirtsch Sozialstat Arch, 16, 25–49, 2022. |
| |
| [18] | MacEachren, AM., How Maps Work: Representation, Visualization, and Design, The Guilford Press, 1995. |
| |
| [19] | Zandbergen, P. A., Ensuring Confidentiality of Geocoded Health Data: Assessing Geographic Masking Strategies for Individual-Level Data, Advances in Medicine, 2014. |
| |
| [20] | Swanlund, D., Schuurman, N., Zandbergen, P., Brussoni, M., Street masking: a network-based geographic mask for easily protecting geoprivacy, International Journal of Health Geographics, 19 (26), 1-11, 2020. |
| |
| [21] | Wang, J., Kim, J., Kwan, M.-P., An exploratory assessment of the effectiveness of geomasking methods on privacy protection and analytical accuracy for individual-level geospatial data, Cartography and Geographic Information Society, 49 (5), 385-406, 2022. |
| |
| [22] | Kounadi, O., Towards geoprivacy guidelines for spatial data, ETH Zürich Research Collection, ETH Library, 2015. |
| |
| [23] | Leitner, M., Curtis, A., A first step towards a framework for presenting the location of confidential point data on maps—results of an empirical perceptual study, International Journal of Geographical Information Science, 20 (7), 813-822. 2006. |
| |
| [24] | Polzin, F., Kounadi, O., Adaptive Voronoi Masking: A Method to Protect Confidential Discrete Spatial Data, 11th International Conference on Geographic Information Science, 2021. |
| |
| [25] | Cremer, S., Jehmlich, L. and Lenz, R., Masking georeferenced health data - an analysis taking the example of partially synthetic data on sleep disorder, Privacy in Statistical Databases, Domingo-Ferrer and M. Önen (Eds.), LNCS 14915, 297–309, 2024. |
| |
| [26] | Dalenius, T., Reiss, S. P., Data Swapping: A Technique for Disclosure Control, Journal of Statistical Planning and Inference, 6, 73-85, 1982. |
| |
| [27] | Gutmann, M. P., Witkowski, K., Colyer, C., McFarland O’Rourke, J., McNally, J., Providing Spatial Data for Secondary Analysis: Issues and Current Practices Relating to Confidentiality, Population Research and Policy Review 27 (6), 639-665. |
| |
| [28] | Zhang, S., Freundschuh, S.M., Lenzer, K., Zandbergen, P.A., The Location Swapping Method for Geomasking, Cartography and Geographic Information Science,44 (1), 22-34, 2017. |
| |
| [29] | Richter, W., The verified neighbor approach to geoprivacy: An improved method for geographic masking, Journal of Exposure Science and Environmental Epidemiology 28, 109–118, 2018. |
| |
| [30] | Swanlund, D., Schuurman, N., Zandbergen, P., Brussoni, M., Street masking: a network-based geographic mask for easily protecting geoprivacy, International Journal of Health Geographics, 19 (26), 1-11, 2020. |
| |
| [31] | Li, N., Li, T. and Venkatasubramanian, S. (Eds.), t-closeness: Privacy beyond k-anonymity and l-diversity, IEEE 23rd international conference on data engineering. |
| |
| [32] | Lenz, R., On the way to remote access to German official microdata, Statistique et nouvelles technologies de l’information, Revue des Nouvelles Technologies de l’information, 125-138, 2011 (paper presented at the 41ème Journées de Statistique de la Societé Francaise de Statistique, Bordeaux 2009). |
| |
| [33] | Research data centres of the Federal Statistical Office and the Statistical Offices of the Federal States, https://www.forschungs-datenzentrum.de/de, last accessed on 3 september 2025. |
| |
| [34] | Wenzel, M., Corr, D., Riedel, N., Hapfelmeier, J., Zimmermann, L., State of efficient research on secondary health data in the German health data lab, Georg Thieme Verlag, Stuttgart, 2025. |
| |