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Efficient neutrino oscillation parameter inference with Gaussian processes

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ToyNuOscCI

Toy Feldman-Cousins Study for Neutrino Oscillations https://arxiv.org/abs/1811.07050

Physics / Feldman-Cousins

  • toy.py: neutrino oscillation implemented in PyRoot
  • toy_fc.py: produce Feldman-Cousins contour of likelihood ratio test (LRT) threshold

Approximation

  • utils.py, helper.py: utility and helper functions
  • approximation.py: apply Gaussian process approximation

Notebooks

  • approximation.ipynb: example of approximation contours
  • compare_normal.ipynb: compare approximation coverage on many data sets

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Efficient neutrino oscillation parameter inference with Gaussian processes

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