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A parameter that is not strictly for the statistical model (or data generating process), but a parameter for the statistical method. It could be a parameter for: a family of prior distributions, smoothing, a penalty in regularization methods, or an optimization algorithm.

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What is the "tree" structure in Tree Parzen Estimators?

So, it supposes each hyperparameter is independent, rather than l(x1,x2,x3...xn). …
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