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homomorphic_pca's Introduction

Homomorphic PCA

This repository focuses on performing PCA on encrypted data. It uses CKKS homomorphic scheme to perform computations on encrypted data. To use this repository, clone the repo and type :-

cd Homomorphic_PCA
python3 pca.py

For implementing CKKS homomorphic scheme, we have used SEAL-Python(python binding for the Microsoft SEAL library) Dependencies required for this repository are:-

The read_data.py file supports reading of 7 datasets that were used for experimentation. The Yale face dataset has been provided in the repository. Other datasets that are supported are:-

homomorphic_pca's People

Contributors

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Stargazers

Sherlock-Yuan avatar Anna Makarova avatar Hideaki Takahashi avatar

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Forkers

tf369 hubertdelassus deepinevil

homomorphic_pca's Issues

Typo in user.py

In file user.py DoubleVector() should be VectorDouble() as declared in SEAL-python/src/wrapper.c line 21:
py::bind_vector<std::vector>(m, "VectorDouble", py::buffer_protocol());

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