Sentence examples for ensemble construction from inspiring English sources

We present here an extensive evaluation of several algorithms for ensemble construction, including new proposals and comparing them with standard methods in the literature.

Our results validate the hypothesis, prompting the design of ensemble construction methods that make a more uniform use of features, for classification problems of low and medium dimensionality.

This lead us to include in the ensemble several models of classifiers that include Decision Trees, IBL, Bayesian classifiers and SVMs. Figure 3 Ensemble construction using basic classifiers that are built with the whole data.

To determine if the construction of 1500 models in the original ensemble was enough to adequately cover the range of possible kinetics, and thus yield screening results which were reproducible, the ensemble construction and screening process for the 95∶5 split ratio was repeated three times to see the variability in the screening results.

Many genes were included in multiple pathways and we therefore defined the metric Pathway Maps as the number of pathways onto which a given gene is assigned across all resources used in ensemble construction.

There are large-ensemble constructions in "Nearly Ninety2" (his final version of his final work), that occur nowhere else in his work.

In practice, we estimate these expectations from the empirical data, and PCs are uncorrelated over the naturalistic motion ensemble by construction (62) M i j = λ i δ i j, where λ i is the variance associated with i th PC, and δ i j is the Kronecker δ-function.

In the following, we distinguish between code design, by which we mean the design of degree distributions that describe a code ensemble, and code construction, by which we mean the construction of a specific code realization (described by a parity-check matrix).

When a well-constructed ensemble of PVs is used in accordance with their construction (e.g., Mislevy [1991] and [1993], and Li et al. [2009]) in a secondary analysis, biases due to measurement error in cognitive score are negligible.

As Franz's colleagues debate the question of Orientalism, the book's few thesis statements—e.g., "The Orient is an imaginal construction, an ensemble of representations from which everyone picks what they like, wherever they are"—issue from the mouths of supporting characters.

We have two different tasks in this area: one is the training and construction of ensembles of classifiers, with each one being able to solve the multiclass problem; the other task is the fusion of binary classifiers, with each one solving a different two-class problem to construct a multiclass classifier.