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Regularization Example

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Download (F_Soulez_1_OHP2013.pdf)

431 KBFerréol Soulez, Éric ThiébautEN 34 pages
A new image reconstruction framework for polychromatic interferometry is presented, addressing the need for dedicated algorithms due to strong spatio-spectral...
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Preview of Causal Feature Selection
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Causal Feature Selection (greenewald21a.pdf)

812 KBEN 11 pages
The estimation of causal treatment effects from observational data requires controlling for all confounders, which can be challenging when dealing with...
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Preview of Loss as Model Inconsistency
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Loss as Model Inconsistency (richardson22b.pdf)

717 KBEN 30 pages
Richardson argues that loss function choice in probabilistic dependency graphs (PDGs) should align with the model, not personal preference. He shows that many standard loss functions and statistical divergences can be derived from PDG inconsistency, offering intuitive visual...
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