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Requirements:

You need to install Astropy and Tenbilac

To run:

Run python 41_encode_pca.py for PIBE and copy/paste the encoded representation of the PCA in PCA/inputs. Then python test_pca.py to fit Tenbilac through the results and compute the metrics.

A typical run should yield:

  • Training on SNR=no

    • Test on SNR=no, Q=1934
    • Test on SNR=100, Q=18
    • Test on SNR=20, Q=19
  • Training on SNR=100

    • Test on SNR=no, Q=18
    • Test on SNR=100, Q=1578
    • Test on SNR=20, Q=54
  • Training on SNR=20

    • Test on SNR=no, Q=17
    • Test on SNR=100, Q=16
    • Test on SNR=20, Q=570

This simple PCA run requires that the noise in training should be the same as in the test set.

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