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Because l0 normalization optimization problem is difficult to resolve, l0 normalization is replaced by l1 normalization for the actual solution.
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The true and estimated canonical loadings for both X and Y were shown in Figure 3. Owing to the difference in normalization and optimization procedure, the weights yielded by KG-SCCA and PMA showed different scales.
In order to make them robust to illumination variations, we have proposed a new AAM texture type and a new normalization during the optimization step.
The power constraint is enforced by the normalization strategy after the optimization.
The power constraint is not considered in the derivation but is enforced by the normalization strategy after the optimization.
The Surviving Sepsis Campaign guidelines for early hemodynamic optimization recommend normalization of central venous oxygen saturation (ScvO2) [ 2].
For more details about the normalization function and the optimization method please visit CellNOptR package in Bioconductor or CellNOpt homepage a. http://www.bioconductor.org/packages/2.12/bioc/html/CellNOptR.html b. http://www.cellnopt.org/ Cyrface is a welcome addition to the Cytoscape ecosystem; nicely complementary to RCytoscape.
The PLIER method uses quartile normalization and runs an optimization procedure which determines the best set of weights on the perfect match (PM) and mismatch (MM) for each probe pair.
Because their system has low complexity (no more than two viral species per sample), adaptation of this method to other systems, particularly those from complex communities, will require additional optimization and normalization and perhaps multiple iterations for identification.
To the best of our knowledge, the proposed optimal fusion strategy using multi-normalization, ancillary measures, and optimization techniques has not been attempted until now.
The multi-objective optimization procedure and normalization technique are introduced in the design process.
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