Sentence examples for ambient dimension from inspiring English sources

Essentially, the intrinsic dimension of the data is smaller than the ambient dimension.

A crucial observation here is that one can design an effective measurement strategy that is governed by the amount of the signals' information content, rather than its ambient dimension.

Specifically, the study finds quality photograph, as the salient attribute of the ambient dimension, may set the point of initial attraction and move shoppers from understanding the product to linking the web site contents.

It is one of the central problems in compressed sensing (CS) and the major breakthrough in this area has been the demonstration that ℓ 1 minimization can efficiently recover the sparse vector x∗via far smaller number of measurements y than its ambient dimension [5, 6].

Indeed, when we are interested in preserving pairwise distances among the members of a fixed dictionary of size m, the Johnson Lindenstrauss lemma [49] says that, with high probability, K = O log m random Gaussian projections suffice, regardless of the ambient dimension N.

In both cases, our key assumption is that given a full rank dictionary matrix D obtained through training data, the coefficient matrix L is approximately low rank, i.e., the number of significant singular vectors is much smaller than the ambient dimensions of the matrix.

Furthermore, the increased utility of high-dimensional imaging techniques such as spectral imaging or videography in applications like remote sensing, biomedical imaging and astronomical imaging[8 15] necessitates the extension of compressive target detection ideas to such imaging modalities to achieve reliable target detection from fewer measurements relative to the ambient signal dimensions.

The investigations of these artefacts illustrate some analytical challenges that arise when analysing museum objects, including fluorescing varnish layers, ambient sunlight, large dimensions of artefacts and the need to handle fragile objects with care.

Specifically, we suggest that the arousing quality of ambient stimuli is one dimension along which holistic evaluations occur, and that pleasant ambient stimuli are perceived more positively when their arousing qualities match rather than mismatch.

This framework is comprised of theories around the educational concepts of situational awareness and feedback as well as design dimensions of ambient displays.

This model was developed to estimate power output of solar chimneys as well as to examine the effect of various ambient conditions and structural dimensions on the power output.