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What will validation validate?
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When the user submits a Model instance to be validated, the Validation component validates only the affected elements according to the type of validation needed, using the Interpreter component to support the validation.
However, this problem was mitigated to the least in three aspects: we used leaving-one-out cross validation to validate the model that has been proved to perform well for continuous error measurement [ 37]; the degree of freedom in GAM was set to be less than 10 for most covariates, thus avoiding the over-fitting problem of the GAM.
We compare QSAR and PCM methods, multiple algorithms (including DNNs), the differences between binary class and multi-label models, and usage of temporal validation (effectively validating true prospective use).
The AUC was determined using the development set (apparent AUC) and the validation set (validated AUC).
When designing classification algorithms, researchers often use cross-validation to validate their technique.
We have used 10-fold cross-validation to validate the accuracy of our proposed method.
External validations which validate and compare two or more models are particularly useful.
We used 10-fold cross-validation to validate our models (cf. Boyce et al. 2002; Houle et al. 2010).
The similarity in performance between the bootstrap estimate of performance on the training set and performance on a sequestered validation dataset validates use of the bootstrap approach to estimate model performance.
A failure to falsify means the mechanisms as implemented represent a plausible hypothesis and we say that ISL has achieved a degree of validation: it validates against the particular aspect quantified by that SM.
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