On deep learning as a remedy for the curse of dimensionality in nonparametric regression. Ann Stat. 2019;47(4):2261–85. Article MathSciNet Google Scholar Schmidt-Hieber J. Nonparametric regression using deep neural networks with ReLU activation function. Ann Stat. 2020;48(4):1875–97. ...
Univariate and multiple logistic regression analyses were performed to estimate the odds ratios for the likelihood of elevated baPWV by OSA severity in the presence or absence of hypertension. From the multivariate analyses, after adjusting for age, sex, smoking, alcohol status, mean arterial pressure...
Cox regression was used to identify the predictors DM. Results A total of 4892 women were followed giving for the response rate of 88.62%. The mean age of study participants at the start of the study was 28.34 years with standard deviation [SD] ± 7.48 years. DM was associated with ...
sPLS in regression mode (predict Y from X) to model a causal relationship between the OTUs and metabolites. Columns correspond to faecal metabolites; rows correspond to bacterial taxa. Red and blue denote positive and negative association, respectively. Percentage of mean proportion and bacterial ...
At a late stage of disease, after facing an exponential and uncontrolled growth and being exposed to high levels of NO/ROS production, ECs display an increased apoptotic phenotype, likely associated with a toxic process of vascular regression (Lobov et al., 2011). The crosstalk between leukemic...
For the random forest regression, the provided prediction accuracy was 2.60 injections/y (2.25–2.96) (𝑅2R2 = 0.390). The probabilistic prediction with NGBoost was similarly accurate: 2.66 injections/year (2.31–3.01) (𝑅2R2 = 0.094). The AUCs for the low treatment requirement (defined ...
are the regression co-efficients and ∧0𝑗,𝛤𝑜𝑗∧0j,Γoj are the cumulative baseline hazard functions which are unspecified [16]. For α, the semiparametric maximum likelihood estimator (𝛽𝑗̂βj^(α), Υ𝑗̂Υj^(
regression model was used to examine whether DS at baseline were associated with developing MetS and or its components over a 6.9 year follow-up period in the Black/White young adult population. The simple log-binomial model was used to select variables associated with MetS and or its ...
Based on the H&E staining chart, we evaluated and analyzed the degree of liver injury in experimental mice. The results showed that both the high-fat group and the nano-DEN group had different degrees of structural disorder and irregular shapes of liver tissue, accompanied by a few tumor nod...
The red lines: the regression lines. Figure 5b shows the relationship between the age-corrected heteroplasmy level and the ages of onset of hearing loss, diabetes mellitus, and balance–gait disorder, and between the heteroplasmy level and the progression rate of hearing loss. Age-corrected ...