Sentence examples for combining ensemble from inspiring English sources
Here, we have designed a multi-tier screening protocol combining ensemble docking to mine BACE1 inhibitor, as well as 2-D QSAR models for anti-amyloidogenic and antioxidant activities.
In this paper, a novel feature learning approach that is called discriminant deep belief network (DisDBN) is proposed to learning high-level features for SAR image classification, in which the discriminant features are learned by combining ensemble learning with a deep belief network in an unsupervised manner.
The above description summarizes the relevance of Boosting over Bagging for combining ensemble classifiers.
Boosting is a method of combining ensemble classifiers created from a weighted version of learning sample, where weights have been adjusted at each step to provide increased weight to cases misclassified earlier.
The idea of combining ensemble of classifiers using a weighted version of each as has been described in boosting and this has interpretation of relevance to our work where earlier steps of learning have been provided more weight-age than those derived later and the significant classifiers thus derived have more weight-age value.
The Random Forest (RF) algorithm, firstly introduced by Svetnik [ 23] in 2003, is a combining ensemble tree-structured classifier.
CSVME combines ensemble architecture design with cooperative training for individual SVMs in ensembles.
With a chorus of 32 voices and an orchestra of 21 players, the combined ensemble was an ideal size for Carnegie Hall.
We combined ensemble and single-molecule FRET experiments with high temporal resolution and DMD simulations to describe the supertertiary structure and dynamics of the PDZ1-2 tandem from PSD-95.
(D ) Combined data from all three rats for the correlation coefficients for the combined ensemble averages over all mobile track segments.
Sufficiently infrequent loop flips will not occur in every trajectory, but such events are observed in the combined ensemble of trajectories.
