Use of a seed is useful in order to reproduce duplicate runs. The default is 0, meaning a random seed is chosen. Select the Allow unknown values for categorical features option to create a group for unknown values in the training or validation sets. If you deselect ...
true value of the qth-quantile isxthen DDSketch returns a valueysuch that|x-y| / x < ewhereeis the relative error parameter. (The default here is set to 0.01.) DDSketch is also fully mergeable, meaning that multiple sketches from distributed systems can be combined in a central node...
From the figure, among all curves, the curve of the proposed MQ-LSTM is closest to the ideal curve, meaning that the MQ-LSTM model is better than other benchmarks for energy disaggregation tasks, and it can produce reliable PIs. The maximum AACEs of the PIs evaluated by the MQ-LSTM ...
Nonnegative Volume: The function C must be d-increasing, meaning the volume it describes within any hyperrectangle in [0,1]𝑑[0,1]d is nonnegative. To ensure the nonnegativity of this volume, an auxiliary function ℎ:[0,1]𝑑→ℝh:[0,1]d→R is introduced. This function is d...
Nonnegative Volume: The function C must be d-increasing, meaning the volume it describes within any hyperrectangle in [0,1]𝑑[0,1]d is nonnegative. To ensure the nonnegativity of this volume, an auxiliary function ℎ:[0,1]𝑑→ℝh:[0,1]d→R is introduced. This function is d...