Design and implementation of a privacy-preserving data aggregation framework | Blazingprojects Postgraduate Thesis
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Design and implementation of a privacy-preserving data aggregation framework

 

Table Of Contents


  • 1.Introduction  
  • 1.1Background  
  • 1.2Objectives  
  • 1.3Importance of privacy-preserving data aggregation
  • 2.Literature Review  
  • 2.1Data aggregation challenges  
  • 2.2Privacy-preserving techniques
  • 3.Framework Design  
  • 3.1Cryptographic protocols for secure aggregation  
  • 3.2Differential privacy mechanisms  
  • 3.3Secure multi-party computation
  • 4.Implementation  
  • 4.1Software and hardware requirements  
  • 4.2Integration with data sources
  • 5.Security Analysis  
  • 5.1Threat modeling  
  • 5.2Privacy guarantees and limitations

Thesis Abstract

This project aims to design and implement a privacy-preserving data aggregation framework that enables secure and efficient aggregation of sensitive data from multiple sources while preserving the privacy and confidentiality of individual data contributors. The framework will employ cryptographic techniques, differential privacy, and secure multi-party computation to facilitate privacy-preserving data aggregation for various applications, such as healthcare analytics, financial reporting, and statistical analysis.

Thesis Overview

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