Sentence examples for by reducing the dimensionality from inspiring English sources

Additional speedup was obtained by reducing the dimensionality of the feature space via principal component analysis.

Further improvement is also obtained by reducing the dimensionality of the input space using principal components.

This has been possible by adapting a sphericity criterion to reduce the set of candidate postures and by reducing the dimensionality of the data.

Kinematic models can provide high-level insights into conformational ensembles and molecular rigidity beyond the reach of molecular dynamics by reducing the dimensionality of the search space.

While ours is designed to explore emergent structures in the semantic space (i.e. clusters of musical descriptions), the other methods are designed primarily to improve information retrieval by reducing the dimensionality of the space [18].

Using principal component analysis we overcome such uncertainties by reducing the dimensionality of the video data, creating a new video trace that captures statistical characteristics of most video files; we call this the characteristic video trace.

If a zero preservation property is assumed desirable, the WSD methods can be slightly redeveloped to provide it by reducing the dimensionalities of minimization problems (8), (9) and (13), (9).

This is achieved by reducing the effective dimensionality of the state variable (i.e. neutron angular flux) via projection onto an active subspace determined using reduced order modeling techniques.

We split each original time series into p equally long sections and replace the time-series values by the section averages, reducing the dimensionality from L to (L'=L/p).

By doing so, we avoid reducing the dimensionality of the i-vector twice: first in the extraction process and second in the PLDA model.

Reducing the dimensionality by some techniques including sure independence screening [ 22] is suggested before using the regularization methods to gain more stability.