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This is distinct from replication analysis in which cross-validation, jack-knife and bootstrap methods can be used to examine replicability when only one sample is available.
The robustness of each HMM was tested by leave one out cross-validation (jack-knife test), where a new HMM was generated by leaving out each individual sequence of the training set in turn.
23 24 To assess the reliability of our models we will undertake bootstrapping, 25 because this technique is superior to cross-validation and jack-knife techniques.
Child 3: "Jack" Researcher: "Jacks?" Child 3: "Yeah, jacks".
What will validation validate?
Fuh et al. [ 10] arrived at a subset of 17 items also using a PCA, but the selection process was complemented by a stepwise discriminant analysis, followed by a jack-knife validation procedure.
Cross-validation using a jack-knifed analysis was applied to verify the accuracy of the DFA.
Cross-validation using a jack-knife analysis showed a total of 89% of harbour porpoises were correctly assigned, with each group having at least 80% correct classification (Table 5).
The protein structural class prediction results are obtained in this subsection using the Jack-knife cross validation method.
For the definition of the regional models a multivariate stepwise regression analysis was used, while a jack-knife procedure in the validation phase was performed.
Although the initial HMM constructed from plant specific sequences performed well in test set discrimination, jack-knife testing by leave-one-out cross validation suggested that this model might have difficulty generalizing to a broader data set.
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