Natural parameters are a set of parameters in the context of exponential families that facilitate the representation of a probability distribution in a more convenient form. These parameters directly relate to the sufficient statistics of the model and allow for easier estimation and inference, leading to a deeper understanding of the underlying statistical structure.
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