Evaluating the feasibility of implementing Homomorphic Encryption on Dataset.
Homomorphic encryption allows performing operations over encrypted data. Our project aims ensuring privacy via encryption causes complexity highly variable data and size requires more processing time and power to acieve results By considering the problem of perfor
2025-06-28 16:27:08 - Adil Khan
Evaluating the feasibility of implementing Homomorphic Encryption on Dataset.
Project Area of Specialization Cyber SecurityProject SummaryHomomorphic encryption allows performing operations over encrypted data. Our project aims ensuring privacy via encryption causes complexity
- highly variable data and size
- requires more processing time and power to acieve results
By considering the problem of performing statistical analysis on encrypted data to access the feasibilty of implementing complex operations and comparing the performance of implementing machine learning algorithms on Homomorphic encrypted versus unencrypted data sets.
Project Objectives- To implement homomorphic encryption mechanism on example data set.
- To access the feasibility of implementing complex operations such as statistical analysis on encrypted data.
- To compare the performance of implementig Machine Learning algorithm on Homomorphic encrypted versus unencrypted data.
- Explore and implement different variants of Homomorphic encryption on data sets.
- Applying statistical analysis on encrypted data and choose the appropriate encryption implementation.
- Using encrypted data set to train and test Machine Learning algorithm.
- Compare the performance of Machine Learning algorithm on encrypted versus unencrypted data set.
- Homomorphic encryption tool will make a significant impact on decision making as it opens new ways of ensuring safe storage of information and user data privacy.
- Use of encryption techniques ensures that the tool is advance, and its operating performance is sustained to provide the highest level of security and privacy.
In a nutshell our project allows any data remain encrypted while its being processed and manipulated. It enables you or a third party (such as a cloud provider) to apply functions on encrypted data without needing to reveal the values of the data.
Final Deliverable of the Project Software SystemCore Industry TelecommunicationOther Industries Security Core Technology Cloud InfrastructureOther Technologies OthersSustainable Development Goals Good Health and Well-Being for People, Industry, Innovation and Infrastructure, Sustainable Cities and CommunitiesRequired Resources| Item Name | Type | No. of Units | Per Unit Cost (in Rs) | Total (in Rs) |
|---|---|---|---|---|
| Total in (Rs) | 70000 | |||
| Grahic Card NVIDIA (RTX 3060 Ti) | Equipment | 1 | 70000 | 70000 |