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Deep Evidential Regression

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  • T Distribution: similar to the normal distribution with its bell shape but has heavier tails. T distributions have a greater chance for extreme values than normal distributions, hence the fatter tails.

Learning the evidential distribution

  1. As a way of fitting our data to the evidential model while
  2. Enforces a prior to remove incorrect evidence and inflate uncertainty. image