lijucheng809 / PrivBayesLinks
建立基于差分隐私的贝叶斯网络，使得结构化数据同时兼备隐私性与效用性
☆28Updated 4 years ago
Alternatives and similar repositories for PrivBayes
Users that are interested in PrivBayes are comparing it to the libraries listed below
Sorting:
- Useful tools for differential privacy☆217Updated 2 years ago
- 使用tensorflow2.1实现联合学习推荐模型，并加入差分隐私噪声进行隐私保护。☆54Updated 2 years ago
- FedAvg code with privacy protection function, the application of Paillier homomorphic encryption algorithm and differential privacy, diff…☆123Updated 9 months ago
- A foundational platform that primarily shares federated learning, differential privacy content☆22Updated 4 months ago
- The Algorithmic Foundations of Differential Pivacy by Cynthia Dwork Chinese Translation☆165Updated 2 years ago
- GFIM: An novel algorithm of frequent item mining with local differential privacy☆12Updated 5 years ago
- Paper notes and code for differentially private machine learning☆356Updated 7 months ago
- Sample LDP implementation in Python☆129Updated last year
- Differential private machine learning☆195Updated 3 years ago
- Preserve data privacy with k-anonymity (samarati & mondrian), differential privacy, federated learning, paillier homomorphic encryption, …☆61Updated 3 years ago
- Implementation of local differential privacy mechanisms in Python language.☆29Updated 2 years ago
- 联邦学习分布式训练MNist数据集☆59Updated 6 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
- 基于同态加密的联邦学习安全聚合系统☆45Updated 4 years ago
- Curated notebooks on how to train neural networks using differential privacy and federated learning.☆67Updated 4 years ago
- Code for the CCS'22 paper "Federated Boosted Decision Trees with Differential Privacy"☆46Updated last year
- Implementation of dp-based federated learning framework using PyTorch☆300Updated 2 years ago
- 基于安全多方计算的隐私保护系统设计与实现☆47Updated 3 years ago
- Secure and utility-aware data collection with condensed local differential privacy☆17Updated 5 years ago
- 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
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆45Updated 2 years ago
- ☆194Updated 11 months ago
- An implementation of Secure Aggregation algorithm based on "Practical Secure Aggregation for Privacy-Preserving Machine Learning (Bonawit…☆88Updated 5 years ago
- Implementation of calibration bounds for differential privacy in the shuffle model☆22Updated 4 years ago
- 通过阅读Communication-Efficient Learning of Deep Networks from Decentralized Data与Robust and Communication-Efficient Federated Learning from …☆38Updated 2 years ago
- Efficient and Straggler-Resistant Homomorphic Encryption for Heterogeneous Federated Learning☆32Updated last month
- Differential priavcy based federated learning framework by various neural networks and svm using PyTorch.☆33Updated 4 years ago
- Privacy-preserving federated learning is distributed machine learning where multiple collaborators train a model through protected gradi…☆31Updated 4 years ago
- vertical federated learning demo with crypten☆47Updated 3 years ago
- FedShare: Secure Aggregation based on Additive Secret Sharing in Federated Learning☆20Updated 2 years ago