llgeek / K-anonymity-and-Differential-Privacy
Implementation of DataFly for K-anonymity, and implemented Laplace Mechanism and Exponential Mechanism for Differential Privacy
☆37Updated 6 years ago
Alternatives and similar repositories for K-anonymity-and-Differential-Privacy:
Users that are interested in K-anonymity-and-Differential-Privacy are comparing it to the libraries listed below
- 本项目实现自《差分隐私下满足一致性的轨迹流量发布方法》，作者蔡剑平☆12Updated 5 years ago
- Accompanying source code to my Bachelor's thesis at TUHH☆11Updated 6 years ago
- Utility-aware synthesis of differentially private and attack-resilient location traces☆24Updated 6 years ago
- Useful tools for differential privacy☆215Updated 2 years ago
- Sample LDP implementation in Python☆122Updated last year
- QGIS differential privacy processing plugin☆22Updated 8 years ago
- Python package for simple implementations of state-of-the-art LDP frequency estimation algorithms. Contains code for our VLDB 2021 Paper.☆74Updated last year
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆58Updated 3 years ago
- Applying Laplace and exponential mechanisms to add random noise to data for differential privacy. Plotting MSE vs. epsilon.☆28Updated 4 years ago
- Differential private machine learning☆190Updated 3 years ago
- ConTPL: Controlling Temporal Privacy Leakage in Streaming Data Release with Differential Privacy☆10Updated 6 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆23Updated 4 years ago
- 关于2019和2018年的一些东西☆28Updated 5 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆16Updated 4 years ago
- Quantifying Differential Privacy under Temporal Correlations☆12Updated last year
- Concentrated Differentially Private Gradient Descent with Adaptive per-iteration Privacy Budget☆49Updated 7 years ago
- ☆14Updated last week
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆161Updated 2 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆110Updated 5 months ago
- Naive implementation of basic Differential-Privacy framework and algorithms☆47Updated 2 years ago
- code for 'Differential Location Privacy for Sparse Mobile Crowdsensing' at ICDM'16☆45Updated 8 years ago
- Multiple Frequency Estimation Under Local Differential Privacy in Python☆46Updated last year
- Location Privacy Protection System Based on K-Anonymous☆24Updated 7 years ago
- Differential Privacy Preservation in Deep Learning under Model Attacks☆132Updated 3 years ago
- Implementation of local differential privacy mechanisms in Python language.☆28Updated 2 years ago
- Symmetric Homomorphic Encryption☆8Updated 2 years ago
- ☆17Updated 10 months ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- PyTorch implementation of a number of mechanisms in local differential privacy☆16Updated 3 years ago