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Aggregating feature counts provided adequate feature density and reduced the dimensionality without discarding features that could be informative.
There are a number of ways to reduce dimensionality and increase feature set density, such as clustering similar features [ 35- 37], removing features with low information content [ 38], reducing the number of class labels [ 28], and aggregating feature counts.
Similar(57)
Moreover, the vertical pooling could obtain the completed and spatial information by aggregating features across all the feature maps.
Methods are often employed to assist various algorithms make the best use of features by aggregating features or creating new features based on existing data.
The coordination service computes an aggregated feature vector for each preexisting sub-region describing properties common to all VMs within that sub-region.
The features are associated to products to aggregate features opinions for products also.
Gradient boosting decision trees are explored to aggregate features on segmented regions using a supervised training manner.
The clustering representatives from GMM are encoded via a multi-layout Fisher vector (MFV) instead of traditional Fisher vector (FV) to aggregate features based on their spatial information.
The authors chose to utilize local statistical features so that these features aggregated in feature space.
We also define complex measures for the crowd behavior through processing and aggregating the feature information in the time series.
The SCM preserves the spatial information because the pooling operation is conducted across all the feature maps, while the other traditional pooling operations aggregate one feature map into a feature.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com