Sentence examples for dimensional reduction from inspiring English sources

Secondly, ICA allows the inherent dimensionality of the data set to be inferred via a dimensional reduction step in which Gaussian noise-like dimensions are filtered out [ 33].

Detailed biophysical models are characterized by high dimensionality and so the generation of simplified models generally involves dimensional reduction at some level.

Dimensional reduction is based on "smooth symmetries".

Unsupervised models that cluster or do dimensional reduction can learn bias from their data set.

In dimensional reduction, the symmetry cells are lower-dimensional submanifolds.

Usually, all dimensional reduction techniques degrade the data quality.

Continuous symmetries are the key to dimensional reduction of BVPs, which includes 2-D modeling.

We give two detailed examples of the use of dimensional reduction in problems of electromagnetism.

Nevertheless, some information contained in HRRP samples will be inevitably lost during the dimensional reduction procedure.

This paper develops a systematic and formal approach to dimensional reduction of electromagnetic boundary value problems.

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