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By combining an ensemble of many diverse decision trees, RF guards against overfitting and also provides several measures of predictor variable importance.
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By combining a professional ensemble with the sounds of untutored children -- singing, laughing -- the piece also gains a charming way of smiling at itself.
Recently, Lertampaiporn et al. designed an ensemble predictor of HeteroMirPred by combining a number of machine learning algorithms such as SVMs, RF and k-nearest neighbors (kNN), while the prediction results were integrated and selected through a voting system [ 23].
RF is an ensemble classifier that tries to achieve an accurate classification by combining a large number of weak classifiers (i.e. binary trees) thus presenting reduced computational costs.
The ensemble algorithms can improve the recognition results by combining a serious of base estimators (classifiers).
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.
In contrast the difference in individual DT models is maximized in DF such that a best ensemble is usually realized by combining only a few DT models (i.e., four or five).
By combining the first TRN ensemble recording with psychophysics and connectivity-based optogenetic tagging, we found reticular circuits to be composed of distinct subnetworks.
The impacts of climate change on the irrigation water requirements and yield of potatoes (Solanum tuberosum L). grown in England have been assessed, by combining the downscaled outputs from an ensemble of general circulation models (GCM) with a potato crop growth model.
Here, we construct such an ensemble by combining the GWAMA-based polygenic score with the best shrinkage model estimated using our data sets.
By combining abstract flower brocade ensembles, which he broke down into threads of silver "tinsel," with the Asian vibe in the kimono vests and floating evening dresses, Mr. Capasa gave his brand a new area to explore.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com