Local Differential Privacy Courses and Certifications

Association for Computing Machinery (ACM)

Heavy Hitter Estimation over Set-Valued Data with Local Differential Privacy

Explore local differential privacy for heavy hitter estimation on set-valued data. Learn about randomized response, RAPPOR, and the LDPMiner framework for privacy-preserving data analysis.

• YouTube
• 34 minutes
• On-Demand
• Conference Talk

USENIX

Utility-Optimized Local Differential Privacy Mechanisms for Distribution Estimation

Explores utility-optimized local differential privacy mechanisms for distribution estimation, enhancing data utility while maintaining privacy for sensitive information.

• YouTube
• 21 minutes
• On-Demand
• Conference Talk

IEEE

Manipulation Attacks in Local Differential Privacy

Explore manipulation attacks in local differential privacy, examining vulnerabilities and potential countermeasures in privacy-preserving data collection systems.

• YouTube
• 15 minutes
• On-Demand
• Conference Talk

IEEE

PrivKV - Key Value Data Collection with Local Differential Privacy

Explores local differential privacy for key-value data collection, proposing PrivKV, PrivKVM, and PrivKVM+ solutions to improve estimation accuracy while preserving user privacy in distributed data collection.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

IEEE

The Role of Interactivity in Local Differential Privacy

Explore the impact of interactivity on local differential privacy, examining its significance in data protection and privacy-preserving algorithms.

• YouTube
• 21 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

CALM - Consistent Adaptive Local Marginal for Marginal Release under Local Differential Privacy

Explore constructing marginal tables with Local Differential Privacy, ensuring individual data protection without third-party reliance. Learn CALM protocol for consistent, adaptive local marginal release.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Centre International de Rencontres Mathématiques

On Robustness and Local Differential Privacy

Explore robustness and local differential privacy in mathematical statistics with Thomas Berrett's insightful conference talk at CIRM.

• YouTube
• 39 minutes
• On-Demand
• Free Video

USENIX

Fine-Grained Poisoning Attack to Local Differential Privacy Protocols for Mean and Variance Estimation

Explores a new fine-grained attack on local differential privacy protocols, allowing manipulation of mean and variance estimations. Discusses security-privacy consistency and proposes a defense method.

• YouTube
• 20 minutes
• On-Demand
• Conference Talk

Simons Institute

User-Level and Federated Local Differential Privacy in Statistical Inference

Explore fundamental statistical inference challenges in distributed data systems with differential privacy constraints across servers and users, focusing on privacy-preserving information transmission.

• YouTube
• 37 minutes
• On-Demand
• Free Video

IEEE

Statistical Quantification of Differential Privacy - A Local Approach

Explore a local approach to statistically quantify differential privacy, enhancing data protection and privacy in statistical analysis and machine learning.

• YouTube
• 16 minutes
• On-Demand
• Conference Talk

IEEE

Towards Effective Differential Privacy Communication for Users' Data Sharing Decision and Comprehension

Exploring user comprehension and data sharing decisions in differential privacy, focusing on effective communication strategies for laypersons in health app settings.

• YouTube
• 17 minutes
• On-Demand
• Conference Talk

IEEE

Locally Differentially Private Frequent Itemset Mining

Explore techniques for mining frequent itemsets while preserving user privacy through Local Differential Privacy. Learn about PSFO protocols and the SVIM method for improved efficiency and accuracy.

• YouTube
• 18 minutes
• On-Demand
• Conference Talk

International Mathematical Union

Jelani Nelson- Forty Years of Frequent Items

Explore forty years of frequent items algorithms, from classic approaches to modern techniques, including turnstile streaming, heavy hitters, and local differential privacy.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Simons Institute

Locally Private Histograms in All Privacy Regimes

Explore frequency estimation in data analysis, focusing on local differential privacy. Learn about algorithms, error bounds, and the intriguing low-privacy regime in histogram computation.

• YouTube
• 26 minutes
• On-Demand
• Free Video

Google TechTalks

Privacy-Aware Compression for Federated Learning

Explore privacy-aware compression techniques for federated learning, addressing challenges and implementing local differential privacy mechanisms to enhance data protection in collaborative AI.

• YouTube
• 33 minutes
• On-Demand
• Free Video