Privacy Preserving Analytics

Closed
Main contact
Western Michigan University Projects
Kalamazoo, Michigan, United States
Assistant Professor
3
Project
Academic experience
200 hours of work total
Learner
Michigan, United States
Advanced level

Project scope

Categories
Security (cybersecurity and IT security)
Skills
encryption data science data analysis
Details

The main goal for the project is to develop a fully homomorphic encryption technique that can perform simple data analytics over encrypted data, ensuring privacy-preserving data science. This will involve several different steps for the students, including:


- Researching and understanding fully homomorphic encryption techniques.


- Developing a method to perform data analytics over encrypted data.


- Testing the developed technique to ensure its effectiveness in preserving privacy.


Deliverables

By the end of the project, students should complete the following tasks:


- A fully homomorphic encryption technique for performing data analytics over encrypted data.


- Testing and validation of the technique to ensure privacy preservation.



Final deliverables should include:


- All source code and documentation related to the developed technique.


- A detailed report explaining the technique and its effectiveness in preserving privacy.


Mentorship
  1. Guidance and Mentorship: Offer guidance and mentorship throughout the project, providing clarification on project requirements, technical concepts, and methodologies.
  2. Resource Provision: Ensure access to necessary resources such as hardware components, software tools, datasets, and relevant literature to facilitate project implementation.
  3. Regular Check-Ins: Schedule regular check-ins to monitor progress, address any challenges or concerns, and provide feedback to help students stay on track.


About the company

Company
Kalamazoo, Michigan, United States
2 - 10 employees
Education

This Riipen "Company" profile was created to allow WMich faculty members to create Riipen projects for their students.