Sentence examples for sparsity degree from inspiring English sources

Since we make adjustments according to the sparsity degree of feature maps in the adaptive pooling algorithm, the experimental results further confirm that whether a pooling method is suitable depends on the sparsity degree of features activations.

Therefore, we can choose α as a reasonable measure of the feature sparsity degree in a pooling region.

Here, we proposed a method to evaluate the sparsity degree of the convolved features using entropy theory [27].

By increasing the number of K tags to be identified and the percentage of the overlapping region, the performance degrades since the sparsity degree changes.

It shows that the recovered phase residual is bounded, since there exists a one-to-one mapping between sparsity degree and thresholding parameter λ.

In other words, α varies from 0 to 1 according to the sparsity degree of the features in a pooling region.

The analysis of the sparsity in functional links leads us to derive a family of adaptive combined filtering architectures that is capable of exploiting any sparseness degree in the nonlinear filtering.

Here, sparsity level K=20.

It proves superior performance for a set of system graphs featuring specific properties found in human-made task graphs, since it exploits their typical characteristics such as locality, sparsity, and their degree of parallelism.

The model began with the set of 5929 embryo images and estimated the loadings and factor matrices while having full control of the degree of sparsity (throughout our analysis, the sparsity on the factor loading matrix A was controlled by a scale parameter of the Gamma prior distribution on the precision parameter α, h0 = 10−6).

where g is a factor which gives the probability of a measurement and controls the degree of sparsity of random projections, e.g., if g=1, the random matrix has no sparsity, and if g= logn/n, the expected number of nonzeros in each row is logn.