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Design and Implementation of a Privacy-Preserving Recommendation System

 

Table Of Contents


1. Introduction
  - Background and Rationale
  - Objectives of the Project
2. Literature Review
  - Recommendation Systems and Privacy Concerns
  - Privacy-Preserving Technologies
  - State-of-the-Art Approaches
3. System Architecture and Design
  - User Data Collection and Anonymization
  - Privacy-Preserving Recommendation Algorithms
  - Federated Learning Framework
4. Implementation Details
  - Differential Privacy Integration
  - Federated Learning Model Implementation
  - User Interface Design
5. Privacy and Security Analysis
  - Privacy Threat Model
  - Privacy-Preserving Measures
  - Security Considerations

Thesis Abstract

This project aims to design and implement a recommendation system that provides personalized recommendations while preserving user privacy. The system will leverage privacy-enhancing technologies such as differential privacy and federated learning to ensure that user data remains confidential and secure. By incorporating privacy-preserving mechanisms into the recommendation algorithm, the system will deliver accurate and relevant recommendations without compromising user privacy.

Thesis Overview

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