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prior-normalization

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danielmiless / SBL-PriorNormalization-Python

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Python library and TRIPS-Py examples for prior-normalizing (Knothe-Rosenblatt) transport maps in sparse Bayesian learning (SBL): MAP demos for 1D/2D deblurring alongside Tikhonov/GCV baselines. Companion to Glaubitz & Marzouk (2025) and the Julia reference implementation.

python image-reconstruction scientific-computing scipy regularization bayesian-inference inverse-problems variational-inference cmda hierarchical-models sparse-bayesian-learning virginia-tech deblurring map-estimation computational-statistics transport-maps pylops prior-normalization knothe-rosenblatt trips-py
  • Updated May 4, 2026
  • Python

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