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Concretely, for an input random variable \ (X \ge 0 \) the Poisson noise channel is dictated by the following conditional probability mass function (pmf) of the output random variable \ (Y\): ...

This paper proposes a direct model for conditional probability density forecasting of residential loads, based on a deep mixture network. Probabilistic residential load forecasting can provide ...