A unique technique is proposed based on restricted Boltzmann machine (RBM) and softmax regression for automated fault detection and classification using the acoustic signal generated from IC (Internal Combustion) engines.
Adjusting for NOx resulted in small increases in the effect estimates (model 2 vs. model 3), but exposure response curves based on restricted cubic splines were comparable before and after adjustment for NOx [see Supplemental Material, Figure S1 (http://dx.doi.org/10.1289/ehp.1205503)].
Targeted metabolomics plays a crucial role in understanding the primary effects of genetics alternations based on restricted information of a class of metabolites, and analytical procedures often need to include processes for identification and quantification of selected metabolites.
In this paper, based on restricted isometry property (RIP), for subspace pursuit (SP) and compressed sampling matching pursuit (CoSaMP), two relaxed sufficient conditions are presented under total perturbations to guarantee that the sparse vector x is recovered.
Analyzing continuous exposures in epidemiology has been widely debated [37], and we chose a strategy based on restricted cubic splines as these provide smooth curves that could be a plausible biological appearance for the investigated associations [37].
In this paper, we showed that this conventional approach is anti-conservative and proposed a new statistical test based on restricted maximum likelihood estimator to achieve designed type I error rate.
Based on restricted maximum likelihood information criteria [ 68], we chose unstructured and first-order auto-regressive covariance structures for ocellus and wavelength, respectively [ 69].
These analyses used logistic regression models, stratified by gender and adjusted for age (with age covariates based on restricted cubic splines) [ 15].
All the statistical meta-regression analyses will be based on REstricted Maximum Likelihood (REML; ie, random-effects) models 36; models will be developed and analysed using SAS software (V.9.2, by SAS Institute Inc ,Cary, North Carolina, USA).
The selection of monomer was performed computationally using ab initio calculations based on restricted Hartree Fock to evaluate the template monomer interaction energy in the prepolymerization mixture.
