Sentence examples for synthetic features from inspiring English sources

Exact(15)

Ms. Bridges's fascinating black-and-white aerial views, shot from a low-flying aircraft at times of day when the topography is accented by raking light, stress the patterns and textures of natural and synthetic features that cannot be perceived at ground level.

This chapter discusses new developments in heterocyclic chemistry pertaining to hexameric macrocyclic architectures, highlighting salient synthetic features of ring construction whereby the participating heterocyclic building blocks, or subunits, possess at least one heteroatom, such as nitrogen, oxygen, or sulfur.

The approach described here links these two methods, that of a regression collective and the introduction of synthetic features.

We find keeping mtry fixed at default values and constructing synthetic features by varying nodesize works very well.

Optimizing over mtry can improve RF but we have found that creating synthetic features by varying both mtry and nodesize values can sometimes negatively impact performance of SRF.

The same nodesize value was used as for the synthetic forest in SRF in order to assess the efficacy of the synthetic features.

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Experiments on D-RGB-based reconstruction: We obtained results in a set of experiments where Gaussian random noise with five different standard deviation values added to the depth of the synthetic feature points.

If there are J classes, this yields a J -dimensional synthetic feature.

The dimension of a synthetic feature can be one or greater.

To avoid overfitting, when constructing the synthetic feature, we use out-of-bag (OOB) predicted values.

In regression, the synthetic feature is the predicted value of the Y -response, which is one-dimensional, however in multiclass problems, the synthetic feature is the predicted probability of the class label.

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