local differential privacy

https://deepai.org/publication/marginal-release-under-local-differential-privacy Marginal Release Under Local Differential Privacy | DeepAI Nov 8, 2017 - 11/08/17 - Many analysis and machine learning tasks require the availability of marginal statistics on multidimensional datasets while provid... local differential privacy marginal release deepai https://openreview.net/forum?id=aXf9V5Labm Network change point localisation under local differential privacy | OpenReview Network data are ubiquitous in our daily life, containing rich but often sensitive information. In this paper, we expand the current static analysis of... local differential privacy network change point localisation openreview https://jmlr.org/papers/v24/21-0523.html Generalized Linear Models in Non-interactive Local Differential Privacy with Public Data generalized linear models local differential privacy non interactive https://deepai.org/publication/exponential-separations-in-local-differential-privacy-through-communication-complexity Exponential Separations in Local Differential Privacy Through Communication Complexity | DeepAI Jul 1, 2019 - 07/01/19 - We prove a general connection between the communication complexity of two-player games and the sample complexity of their multi-pl... local differential privacy communication complexity exponential separations deepai https://deepai.org/publication/fedsel-federated-sgd-under-local-differential-privacy-with-top-k-dimension-selection FedSel: Federated SGD under Local Differential Privacy with Top-k Dimension Selection | DeepAI Mar 24, 2020 - 03/24/20 - As massive data are produced from small gadgets, federated learning on mobile devices has become an emerging trend. In the federat... local differential privacy https://openreview.net/forum?id=I0ZPKZOs6G Local Differential Privacy with Entropic Wasserstein Distance | OpenReview Local differential privacy (LDP) is a powerful method for privacy-preserving data collection. In this paper, we develop a framework for training Generative... local differential privacy wasserstein distance entropic openreview https://openreview.net/forum?id=ZUXZKjfptc9 Bit-aware Randomized Response for Local Differential Privacy in Federated Learning | OpenReview In this paper, we develop BitRand, a bit-aware randomized response algorithm, to preserve local differential privacy (LDP) in federated learning (FL). We... local differential privacy randomized response https://deepai.org/publication/fisher-information-under-local-differential-privacy Fisher information under local differential privacy | DeepAI May 21, 2020 - 05/21/20 - We develop data processing inequalities that describe how Fisher information from statistical samples can scale with the privacy p... local differential privacy fisher information deepai https://deepai.org/publication/ldp-fpminer-fp-tree-based-frequent-itemset-mining-with-local-differential-privacy LDP-FPMiner: FP-Tree Based Frequent Itemset Mining with Local Differential Privacy | DeepAI Sep 3, 2022 - 09/03/22 - Data aggregation in the setting of local differential privacy (LDP) guarantees strong privacy by providing plausible deniability o...

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