hyperparameter en · NOUN
Etymology
From hyper- + parameter.
Meanings
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(qualifier:Bayesian statistics) A parameter of a prior (as distinguished from inferred parameters of the model for the underlying system under analysis).
this model has four hyperparameters
The exact interpretation of these hyperparameters becomes clearer once you have seen their role in the posterior and, hence, we defer a deeper discussion of prior elicitation until the next section.
2003, Gary Koop, Bayesian Econometrics, John Wiley & Sons Ltd., page 19:
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(qualifier:machine learning) A parameter whose value is set before the learning process begins.
The ideal learning algorithm just takes a dataset and outputs a function, without requiring hand tuning of hyperparameters.
2016, Ian Goodfellow, Yoshua Bengio, Aaron Courville, chapter 11, in Deep Learning, MIT Press, →ISBN, page 420:“Model behaviour is not determined by architecture, hyperparameters, or optimizer choices,” he said, referring to the technical difficulties of training a language model. “It’s determined by your dataset, nothing else. […]”
2024 May 4, Alex Hern, Dan Milmo, quoting James Betker, “Danger and opportunity for news industry as AI woos it for vital human-written copy”, in The Guardian, →ISSN:
Forms
| Spelling | Features | Labels | Source |
|---|---|---|---|
| hyperparameters | Number=Plur | lexicographic |
Coordinates
parameter · parameter · metaparameter · subparameter · subparameter · metaparameter
Deriveds
Relateds
Synonyms
Translations (8)
de Hyperparameter (Bayesian statistics: parameter of a prior) · ru гиперпараметр (machine learning: parameter whose value is set before the learning process) · ru гиперпараметр (Bayesian statistics: parameter of a prior) · fi hyperparametri (Bayesian statistics: parameter of a prior) · pt hiperparâmetro (Bayesian statistics: parameter of a prior) · bg хиперпараметър (machine learning: parameter whose value is set before the learning process) · bg хиперпараметър (Bayesian statistics: parameter of a prior) · fr hyperparamètre (Bayesian statistics: parameter of a prior)