Aleksandra B. Slavkovic
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Aleksandra B. Slavkovic, PhD

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    19992024

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    • 2024

      Differentially Private Quantile Regression

      Tran, T., Reimherr, M. L. & Slavkovic, A., 2024, Privacy in Statistical Databases - International Conference, PSD 2024, Proceedings. Domingo-Ferrer, J. & Önen, M. (eds.). Springer Science and Business Media Deutschland GmbH, p. 18-34 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 14915 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2022

      Shape And Structure Preserving Differential Privacy

      Soto, C., Bharath, K., Reimherr, M. & Slavkovic, A., 2022, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Neural information processing systems foundation, (Advances in Neural Information Processing Systems; vol. 35).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      3 Scopus citations
    • 2021

      Exact Privacy Guarantees for Markov Chain Implementations of the Exponential Mechanism with Artificial Atoms

      Seeman, J., Reimherr, M. & Slavković, A., 2021, Advances in Neural Information Processing Systems 34 - 35th Conference on Neural Information Processing Systems, NeurIPS 2021. Ranzato, M., Beygelzimer, A., Dauphin, Y., Liang, P. S. & Wortman Vaughan, J. (eds.). Neural information processing systems foundation, p. 13125-13136 12 p. (Advances in Neural Information Processing Systems; vol. 16).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      7 Scopus citations
    • 2020

      Private Posterior Inference Consistent with Public Information: A Case Study in Small Area Estimation from Synthetic Census Data

      Seeman, J., Slavkovic, A. & Reimherr, M., 2020, Privacy in Statistical Databases - UNESCO Chair in Data Privacy, International Conference, PSD 2020, Proceedings. Domingo-Ferrer, J. & Muralidhar, K. (eds.). Springer Science and Business Media Deutschland GmbH, p. 323-336 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 12276 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      5 Scopus citations
    • 2019

      Benefits and pitfalls of the exponential mechanism with applications to Hilbert spaces and functional PCA

      Awan, J., Kenney, A., Reimherr, M. & Slavković, A., 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 577-587 11 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      6 Scopus citations

    • Formal privacy for functional data with Gaussian perturbations

      Mirshani, A., Reimherr, M. & Slavkovic, A., 2019, 36th International Conference on Machine Learning, ICML 2019. International Machine Learning Society (IMLS), p. 8082-8091 10 p. (36th International Conference on Machine Learning, ICML 2019; vol. 2019-June).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

    • 2018

      pMSE mechanism: Differentially private synthetic data with maximal distributional similarity

      Snoke, J. & Slavković, A., 2018, Privacy in Statistical Databases - UNESCO Chair in Data Privacy, International Conference, PSD 2018, Proceedings. Montes, F. & Domingo-Ferrer, J. (eds.). Springer Verlag, p. 138-159 22 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11126 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
      23 Scopus citations

    • Synthetic data via quantile regression for heavy-tailed and heteroskedastic data

      Pistner, M., Slavković, A. & Vilhuber, L., 2018, Privacy in Statistical Databases - UNESCO Chair in Data Privacy, International Conference, PSD 2018, Proceedings. Montes, F. & Domingo-Ferrer, J. (eds.). Springer Verlag, p. 92-108 17 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11126 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      2 Scopus citations
    • 2016

      Accurate estimation of structural equation models with remote partitioned data

      Snoke, J., Brick, T. & Slavković, A., 2016, Privacy in Statistical Databases - UNESCO Chair in Data Privacy International Conference, PSD 2016, Proceedings. Domingo-Ferrer, J. & Pejić-Bach, M. (eds.). Springer Verlag, p. 190-209 20 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 9867 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      1 Scopus citations
    • 2014

      Differentially private exponential random graphs

      Karwa, V., Slavković, A. B. & Krivitsky, P., 2014, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Domingo-Ferrer, J. (ed.). Springer Verlag, p. 143-155 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 8744).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      31 Scopus citations
    • 2012

      Differentially private graphical degree sequences and synthetic graphs

      Karwa, V. & Slavković, A. B., 2012, Privacy in Statistical Databases - UNESCO Chair in Data Privacy, International Conference, PSD 2012, Proceedings. Springer Verlag, p. 273-285 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7556 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      43 Scopus citations

    • Logistic regression with variables subject to post randomization method

      Woo, Y. M. J. & Slavković, A. B., 2012, Privacy in Statistical Databases - UNESCO Chair in Data Privacy, International Conference, PSD 2012, Proceedings. Springer Verlag, p. 116-130 15 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 7556 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      5 Scopus citations
    • 2011

      Privacy preserving GWAS data sharing

      Fienberg, S. E., Slavković, A. & Uhler, C., 2011, Proceedings - 11th IEEE International Conference on Data Mining Workshops, ICDMW 2011. p. 628-635 8 p. 6137439. (Proceedings - IEEE International Conference on Data Mining, ICDM).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
      61 Scopus citations
    • 2009

      Differential privacy for clinical trial data: Preliminary evaluations

      Vu, D. & Slavković, A., 2009, ICDM Workshops 2009 - IEEE International Conference on Data Mining. p. 138-143 6 p. 5360513. (ICDM Workshops 2009 - IEEE International Conference on Data Mining).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      84 Scopus citations

    • Supporting content and process common ground in computer-supported teamwork

      Convertino, G., Mentis, H. M., Rosson, M. B., Slavkovic, A. & Carroll, J. M., 2009, CHI 2009: Digital Life New World - Proceedings of the 27th International Conference on Human Factors in Computing Systems. p. 2339-2348 10 p. (Conference on Human Factors in Computing Systems - Proceedings).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      49 Scopus citations

    • Valid statistical analysis for logistic regression with multiple sources

      Fienberg, S. E., Nardi, Y. & Slavković, A. B., 2009, Protecting Persons While Protecting the People - Second Annual Workshop on Information Privacy and National Security, ISIPS 2008, Revised Selected Papers. p. 82-94 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5661 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
      18 Scopus citations
    • 2008

      Articulating common ground in cooperative work: Content and process

      Convertino, G., Mentis, H. M., Rosson, M. B., Carroll, J. M., Slavkovic, A. & Ganoe, C. H., 2008, 26th Annual CHI Conference on Human Factors in Computing Systems, Conference Proceedings, CHI 2008. p. 1637-1646 10 p. (Conference on Human Factors in Computing Systems - Proceedings).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      63 Scopus citations

    • Cell bounds in two-way contingency tables based on conditional frequencies

      Smucker, B. & Slavković, A. B., 2008, Privacy in Statistical Databases - UNESCO Chair in Data Privacy International Conference, PSD 2008, Proceedings. Springer Verlag, p. 64-76 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 5262 LNCS).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      5 Scopus citations
    • 2007

      Secure logistic regression of horizontally and vertically partitioned distributed databases

      Slavkovic, A. B., Nardi, Y. & Tibbits, M. M., 2007, ICDM Workshops 2007 - Proceedings of the 17th IEEE International Conference on Data Mining Workshops. p. 723-728 6 p. 4476748. (Proceedings - IEEE International Conference on Data Mining, ICDM).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
      46 Scopus citations
    • 2006

      “Secure” Log-Linear and logistic regression analysis of distributed databases

      Fienberg, S. E., Fulp, W. J., Slavkovic, A. B. & Wrobel, T. A., 2006, Privacy in Statistical Databases - CENEX-SDC Project International Conference, PSD 2006, Proceedings. Domingo-Ferrer, J. & Franconi, L. (eds.). Springer Verlag, p. 277-290 14 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 4302).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      35 Scopus citations
    • 2000

      Using a large projection screen as an alternative to head-mounted displays for virtual environments

      Patrick, E., Cosgrove, D., Slavkovic, A., Rode, J. A., Verratti, T. & Chiselko, G., 2000, Proceedings of the SIGCHI Conference on Human Factors in Computing Systems, CHI'00. p. 478-485 8 p. (Conference on Human Factors in Computing Systems - Proceedings).

      Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

      Open Access
      105 Scopus citations