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The following subsections analyze the experimental results in regard to the four sub-hypotheses that are introduced in Section Workload pattern effects on prediction accuracy of empirical and structural risk minimizations.
The results of the experiments support the theoretical conclusion presented in Section Workload pattern effects on prediction accuracy of empirical and structural risk minimizations, which suggests the use of the SRM principle in the environments with the growing and the periodic workload patterns.
The information to be included under each of these four elements is as follows: Chemical name Chemical formula (empirical and structural) Molecular weight Manufacturing process (including a detailed description and a schematic diagram) Purity specifications (residual reactants, by products, etc).
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According to statistical learning theory, the real prediction risk of learning is consisted of empirical risk and structural risk.
The E12 value reveals to be a good structural index and relationships between empirical and calculated structural parameters show that the presence of the carboxylate group in tosylaminoacids causes an increase of NH bond acidity with respect to benzenesulphonamide derivatives.
Thus, in such environments h is small and the empirical and the structural risk minimizations perform well.
The main goal of the experiment presented in this section is to verify the empirical and the structural risk minimization principles behaviors in the environments with the periodic, growing, and unpredictable workload patterns.
To systematically prove the sub-hypotheses, this section provides a theoretical reasoning to explain the empirical and the structural risk minimization principles behaviors in regards to the different workload patterns in the cloud computing environment.
The central aim of the EUROCarbDB design study was to develop a comprehensive, relational database of experimentally determined carbohydrate structures, supported by biological context information, literature references and empirical structural evidence.
9, 10 Its structure in aqueous solution has been assessed using NDIS in concert with NMR spectroscopy and both molecular dynamics (MD) and empirical potential structural refinement (EPSR) simulations.
The forms commonly encountered are empirical, molecular, structural, and projection formulas.
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