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In this model, the analysis dictionary multiplying the signal can lead to a sparse outcome.
It relies on a variational principle and temporal discretization that lead to a sparse constraint Jacobian that scales well.
From our recent experimental results (NH et al., unpublished data), some moderate aggregations can lead to a sparse conductive network of CNTs, and then result in a higher sensor sensitivity.
The next result shows that if the transpose of the matrix B in Algorithm 1 possesses the RSP, then Algorithm 1 can lead to a sparse solution for model (12).
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Regarding the latter possibility, similar to Mycobacterium bovis bacillus Calmette-Guerin [ 43], the H. parasuis infection might initiate independent signalling cascades of various immune regulatory pathways that lead to a sparse-splitting immunogene network.
The lasso regularizer (J V) with λ1>0, λ2=λ3=0) leads to a sparse eigenphone matrix.
The compression leads to a sparse matrix with only O(nlog2n) number of nonzero entries, where 2n+1 denotes the order of the matrix.
Firstly, the feature of every image patch was extracted by soft sparse coding of the similarities between the patch and the templates and led to a sparse similarity matrix.
The proposed transformation is invertible, and leads to a "sparse" system representation in the transformed state space – a property crucial for the methods developed to compute reachable sets of CSTR reaction systems.
The l1 regularizer leads to a sparse solution in the feature space, which means that regression coefficients for the most irrelevant and redundant features shrink to zero.
As is described above, between one and three different environments are encountered per generation, which leads to a sparse evaluation of fitness.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com