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#Local Differential Privacy

Showing: 14 courses
Association for Computing Machinery (ACM)

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

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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.
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18 Lesons
23 minutes
On-Demand
Free-Video
IEEE

The Role of Interactivity in Local Differential Privacy

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Explore the impact of interactivity on local differential privacy, examining its significance in data protection and privacy-preserving algorithms.
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1 Lesons
21 minutes
On-Demand
Free-Video
Simons Institute

Locally Private Histograms in All Privacy Regimes

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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.
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1 Lesons
26 minutes
On-Demand
Free-Video
Centre International de Rencontres Mathématiques

On Robustness and Local Differential Privacy

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Explore robustness and local differential privacy in mathematical statistics with Thomas Berrett's insightful conference talk at CIRM.
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1 Lesons
39 minutes
On-Demand
Free-Video
International Mathematical Union

Jelani Nelson- Forty Years of Frequent Items

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Explore forty years of frequent items algorithms, from classic approaches to modern techniques, including turnstile streaming, heavy hitters, and local differential privacy.
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24 Lesons
46 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

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

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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.
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17 Lesons
34 minutes
On-Demand
Free-Video
IEEE

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

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Exploring user comprehension and data sharing decisions in differential privacy, focusing on effective communication strategies for laypersons in health app settings.
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1 Lesons
17 minutes
On-Demand
Free-Video
IEEE

PrivKV - Key Value Data Collection with Local Differential Privacy

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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.
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1 Lesons
18 minutes
On-Demand
Free-Video
IEEE

Locally Differentially Private Frequent Itemset Mining

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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.
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1 Lesons
18 minutes
On-Demand
Free-Video
USENIX

Utility-Optimized Local Differential Privacy Mechanisms for Distribution Estimation

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Explores utility-optimized local differential privacy mechanisms for distribution estimation, enhancing data utility while maintaining privacy for sensitive information.
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1 Lesons
21 minutes
On-Demand
Free-Video
IEEE

Manipulation Attacks in Local Differential Privacy

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Explore manipulation attacks in local differential privacy, examining vulnerabilities and potential countermeasures in privacy-preserving data collection systems.
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1 Lesons
15 minutes
On-Demand
Free-Video
USENIX

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

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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.
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1 Lesons
20 minutes
On-Demand
Free-Video
Google TechTalks

Privacy-Aware Compression for Federated Learning

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Explore privacy-aware compression techniques for federated learning, addressing challenges and implementing local differential privacy mechanisms to enhance data protection in collaborative AI.
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11 Lesons
33 minutes
On-Demand
Free-Video
Simons Institute

User-Level and Federated Local Differential Privacy in Statistical Inference

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Explore fundamental statistical inference challenges in distributed data systems with differential privacy constraints across servers and users, focusing on privacy-preserving information transmission.
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1 Lesons
37 minutes
On-Demand
Free-Video