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#Privacy-Preserving Data Analysis

Showing: 17 courses
BIMSA

Gaussian Differential Privacy

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探索高斯差分隐私:一种新的隐私保护方法,提供更精确的组合分析和子采样隐私放大,并通过中心极限定理证明其在组合下的收敛性。
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1 Lesons
43 minutes
On-Demand
Free-Video
IEEE

A Programming Framework for Differential Privacy with Accuracy Concentration Bounds

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Explore a programming framework for differential privacy, balancing data protection and analysis accuracy through novel static tracking and taint analysis techniques.
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10 Lesons
17 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

MVG Mechanism - Differential Privacy under Matrix-Valued Query

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Explore a novel differential privacy mechanism for matrix-valued queries, addressing challenges in data protection and improving upon existing methods.
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18 Lesons
23 minutes
On-Demand
Free-Video
Alan Turing Institute

Turing Lecture - Dr Cynthia Dwork, Privacy-Preserving Data Analysis

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Explore differential privacy and its role in protecting data during complex analysis. Learn about the risks of data accumulation and solutions for privacy-preserving statistical analysis of large datasets.
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1 Lesons
51 minutes
On-Demand
Free-Video
USENIX

Utility Analysis for Differentially-Private Pipelines

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Explore a methodology for estimating differential privacy's impact on data quality, aiding informed decision-making in implementing privacy-preserving pipelines.
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1 Lesons
13 minutes
On-Demand
Free-Video
Isaac Newton Institute for Mathematical Sciences

The Promise of Differential Privacy

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Explore differential privacy's role in addressing false discoveries and privacy risks in big data analysis. Learn theoretical foundations and practical applications.
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1 Lesons
1 hour 14 minutes
On-Demand
Free-Video
Google TechTalks

Marginal-based Methods for Differentially Private Synthetic Data - Differential Privacy for ML Series

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Explore marginal-based methods for generating differentially private synthetic data, covering mechanisms, selection algorithms, and empirical findings.
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17 Lesons
43 minutes
On-Demand
Free-Video
Simons Institute

The Structure of Optimal Private Tests for Simple Hypotheses

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Explore optimal private tests for simple hypotheses, examining their structure and implications for data analysis in privacy-preserving contexts.
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1 Lesons
48 minutes
On-Demand
Free-Video
Simons Institute

On the Complexity of Two-Party Differential Privacy

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Explores limitations and cryptographic requirements for distributed differential privacy in two-party functions like inner product and Hamming distance, with implications for data analysis and privacy.
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1 Lesons
40 minutes
On-Demand
Free-Video
TheIACR

Multi-party Computation I - Session 109

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Explore the fundamentals and applications of Multi-party Computation, a cryptographic protocol enabling secure collaborative computations while preserving data privacy.
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1 Lesons
1 hour 6 minutes
On-Demand
Free-Video
Institute for Pure & Applied Mathematics (IPAM)

Learning from Aggregate Responses

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Explore aggregate learning techniques for privacy-protected data, including loss construction, bagging schemes, and iterative boosting algorithms to improve model accuracy while maintaining data privacy.
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1 Lesons
45 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

A Theory to Instruct Differentially-Private Learning via Clipping Bias Reduction

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Explore a novel theory for enhancing differentially-private learning through clipping bias reduction, offering insights into privacy-preserving machine learning techniques.
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1 Lesons
15 minutes
On-Demand
Free-Video
IEEE

Locally Differentially Private Frequency Estimation Based on Convolution Framework

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Explore innovative techniques for privacy-preserving frequency estimation using a convolution framework, enhancing data protection in statistical analysis and machine learning applications.
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1 Lesons
14 minutes
On-Demand
Free-Video
Association for Computing Machinery (ACM)

Membership Privacy in MicroRNA-based Studies

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Explore privacy challenges in microRNA studies and learn about innovative techniques to protect individuals' genetic information while enabling valuable research.
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1 Lesons
25 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
GOTO Conferences

It's a Kind Of Magic - Computation on Ciphertexts

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Explore practical applications of computing on encrypted data, including cross-organizational data collaboration, through demonstrations and real-world use cases in this insightful presentation.
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9 Lesons
40 minutes
On-Demand
Free-Video