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To obtain a general understanding of the kinds of feature-set sizes that provide good performance for a particular classification rule, performance must be evaluated based on accurate error estimation, and hence a model-based setting for optimizing the number of features is needed.
For the most part, the link between signals and features for a particular classification task is still performed heuristically and manually in the signal processing research community.
The performance of these classifiers strongly depends on the feature characteristics, and a great deal of research in machine learning has addressed how to define a "good feature set" for a particular classification problem.
In machine learning it is well recognized that the exact feature combination used for a particular classification task is generally the single most influential factor affecting classification accuracy [21].
To assess classification performance of the forests in a manner independent from the decision threshold (for majority vote the decision threshold is 0.5, i.e. above 50% trees to vote for a particular classification in a two class classification), we computed the area under the receiver operating characteristic curve (AUC) [28].
For a particular classification question defined on a phenotype property of the host of the microbiome, such as a specific human disease, it is not sure whether there is an association between the classification and metagenome features.
Similar(54)
The rare earth elements posed a particular classification problem for chemists, because they were so chemically similar.
This "standard of review is not dependent on the race of those burdened or benefited by a particular classification".
A particular classification is not invalidated by the Fourteenth Amendment merely because inequality actually results.
The behavioral data raises the expectation that convergence might be expected only for morph levels 8 10 (the original, and the 2 variants close to it), suggesting the possibility that only some of the stimuli for which a particular behavioral classification was required consistently converge to the same node.
When a customer is looking for a particular item or classification of merchandise, the app will show the way for the customer.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com