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eigenvectors-from-eigenvalues's Introduction

New Eigenvectors from Eigenvalues Calculation

This repository implements this new paper that allows us to calculate eigenvectors from eigenvectors elegantly through PyTorch.

I ported this to PyTorch as a lot of my workflows are on the GPUs with PyTorch.

Run Notebook on Google Colab

Open In Colab

Authors and Abstract

PETER B. DENTON, STEPHEN J. PARKE, TERENCE TAO, AND XINING ZHANG

We present a new method of succinctly determining eigenvectors
from eigenvalues. Specifically, we relate the norm squared of the elements of
eigenvectors to the eigenvalues and the submatrix eigenvalues.

Core Equation

This is the core equation you will notice being referenced as equation 2 in the code.

Dependencies

  • PyTorch 1.3.1 (can be most versions of PyTorch as I used very core basic PyTorch functions)
  • Python 3.6

Repository Citation

Full Credits

License

MIT

eigenvectors-from-eigenvalues's People

Contributors

ritchieng avatar

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