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GitHub topics: quasi-identifiers

stefanrmmr/differentially_private_synthetic_data

Differentially Private Synthetic Data Generation [DP-SDG] - Experimental Setups & Knowledge Base - WORK IN PROGRESS

Language: Jupyter Notebook - Size: 5.23 MB - Last synced at: about 1 month ago - Pushed at: almost 3 years ago - Stars: 12 - Forks: 2

Lefteris-Souflas/Census-Privacy-Analysis

Exploring US Census microdata, tackling privacy issues, and anonymization. Exercise A delves into quasi-identifiers, anonymization methods, identification risks, and differential privacy. Exercise B involves data loading, k-anonymity, histograms, adding noise for privacy, computing private averages, and analyzing privacy parameter impacts.

Language: Jupyter Notebook - Size: 3.9 MB - Last synced at: 2 months ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

Related Keywords
data-anonymization 2 differential-privacy 2 gdpr 2 quasi-identifiers 2 python3 1 pseudonymization 1 k-anonymity 1 jupyter-notebook 1 gaussian-noise 1 gaussian-mechanism 1 encryption 1 synthetic-dataset-generation 1 synthetic-data-generation 1 synthetic-data 1 sensitive-data-security 1 privacy-preserving-synthetic-data 1 privacy-preserving-machine-learning 1 privacy-enhancing-technologies 1 privacy 1 pategan 1 dsgvokonform 1 dpwgan 1 dpsdg 1 dpgan 1 differentially-private 1 data-anonymity 1 data-analysis 1