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Therefore, the mappings M r), r=1,2,…R, are obtained by minimizing the weighted sum of their nuclear norms and the labeling approximation error, that is, the nuclear norm-regularized least squares labeling approximation error.
where λ r, r=1,2,…,R, are regularization parameters and the least squares loss function 1 2 ∥ L − ∑ r = 1 R C ( r ) F ( r ) X ( r ) ∥ F 2 measures the labeling approximation error.
Similar(58)
In a so-called local fit (45) approximation, labeling is performed according to the most similar SA fragment in terms of RMSD.
Canonical Labelling for Clique Approximation.
Web services are available at http://www.ebi.ac.uk/thornton-srv/software/rbl/ and the software at https://github.com/asad/ReactionDecoder. The Canonical Labelling for Clique Approximation [21] (CLCA) algorithm identifies the maximum common substructure between substrates and products using prime factorisation to generate canonical labels for bond-atoms.
" For example, calories on a label are an approximation rather than an absolute amount but consumers rarely understand that these measures can't be made one very single package, so they are an average across a representative subsample of the product rather than the product itself".
This work predominantly labels the problem of approximation of state variables for discrete-time stochastic genetic regulatory networks with leakage, distributed, and probabilistic measurement delays.
The true partition of the data is by the cellular compartment, and the two hierarchical clustering methods considered here both have the branch structure organized by the compartment label, to a good approximation.
As a negative control the entire inner/outer cross-validation loop was repeated with 100 permutations of the sample labels, which gave an approximation of the P-value for the correct classification rate.
Such machine-derived labels are seldom a close approximation of natural scientific language, and we therefore translated the machine-derived labels into more salient terms already utilized in the neuroethics literature.
Although precise quantification of numbers is challenging with blinking labels, it is still possible to extract an approximation of the numbers of labeled proteins present.
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