Sentence examples for sparse reduction from inspiring English sources

Thus, sparse reduction or continued need for a high FiO2 and norepinephrine on day 1 may indicate patients with unresponsive respiratory failure despite ECMO.

In this paper we propose a sparse dimension reduction method to perform interpretable dimension reduction.

This paper presents a novel sparse dimensionality reduction method of hyperspectral image based on semi-supervised local Fisher discriminant analysis (SELF).

Experimental analysis on the sparsity and efficacy of low dimensional outputs shows that, sparse dimensionality reduction based on SELF can yield good classification results and interpretability in the field of hyperspectral remote sensing.

Aiming at making up for this deficiency, we designed a novel classification framework that performs unsupervised optimal feature selection (UOFS) to simultaneously integrate dimensionality reduction, sparse representation, jointly sparse feature extraction and feature selection as well as classification into a unified optimization objective.

With the reconstructed cages as well as a set of sparse coordinates (or reduction weights), we can efficiently recover the animated sequence.

A non-negative sparse semi-supervised dimensionality reduction algorithm is proposed for hyperspectral data by making adequate use of a few labeled samples and a large number of unlabeled samples.

Current evidence on the effectiveness of GNN for weight reduction is sparse, and well-designed trials performed in children are needed to assess the efficacy of this modality.

We therefore start by describing the visualization techniques in the first part, and then move on to storage size reduction by sparse approximation in the second part of the results.

To further meet different types of large-scale networks, we propose two accelerations of UBG: Quickest-Path-UBG for sparse networks and Local-Reduction-UBG for dense networks to improve the time complexity.

Although existing research investigating cycle-related shifts in sleep is sparse, some have observed reductions in REM sleep [ 24] or poorer sleep [ 23] during the luteal phase and increases in sleep disturbances in the days prior to and during menses.