<p>The DIC values were obtained using SNP genotypes (left), gene expression levels (middle), and both SNP genotypes and gene expression levels (right) as explanatory variables. The white and black bars correspond to the Bayesian ridge and lasso regression methods, respectively.</p
In recent years, there has been a considerable amount of research on the use of regularization metho...
The identification of risk loci in the Human Leukocyte Antigen (HLA) region using single-SNP associa...
<p>(To increase readability, the log<sub>10</sub>(BFs) are truncated at 20). (A) Genome-wide log<sub...
a<p>Tissue in which gene expression levels were measured.</p>b<p>, , and denote the residual varian...
<p>The bars sharing the same letter are not statistically significant (P ≥ 0.05) according to a pair...
<p>Comparison between ROC curves obtained with the integrated model and LASSO logistic regression of...
<p>The x-axis show the parameter ranges comprised by each of the 10 bins. The y-axis shows the relat...
<p>Permutation tests for equality of the group distributions using distance components analysis (lin...
<p>(A) Estimates of SNP-based heritability on the observed scale. Antennas are standard deviations o...
<p>Panel a shows the comparison of ridge-regression vs lasso, panel b compares ridge-regression vs e...
<p>Comparison between ROC curves obtained with the LASSO logistic regression, respectively using sin...
<p>Plotted are (a) log<sub>10</sub> BF<sub>av</sub> (the BF based on multivariate analysis of all 12...
<p>Each * indicates one target gene. X-axis represents the test RMSE of the Lasso model, whereas Y-a...
Covariate selection is a fundamental step when building sparse prediction models in order to avoid o...
LASSO is a penalized regression method that facilitates model fitting in situations where there are ...
In recent years, there has been a considerable amount of research on the use of regularization metho...
The identification of risk loci in the Human Leukocyte Antigen (HLA) region using single-SNP associa...
<p>(To increase readability, the log<sub>10</sub>(BFs) are truncated at 20). (A) Genome-wide log<sub...
a<p>Tissue in which gene expression levels were measured.</p>b<p>, , and denote the residual varian...
<p>The bars sharing the same letter are not statistically significant (P ≥ 0.05) according to a pair...
<p>Comparison between ROC curves obtained with the integrated model and LASSO logistic regression of...
<p>The x-axis show the parameter ranges comprised by each of the 10 bins. The y-axis shows the relat...
<p>Permutation tests for equality of the group distributions using distance components analysis (lin...
<p>(A) Estimates of SNP-based heritability on the observed scale. Antennas are standard deviations o...
<p>Panel a shows the comparison of ridge-regression vs lasso, panel b compares ridge-regression vs e...
<p>Comparison between ROC curves obtained with the LASSO logistic regression, respectively using sin...
<p>Plotted are (a) log<sub>10</sub> BF<sub>av</sub> (the BF based on multivariate analysis of all 12...
<p>Each * indicates one target gene. X-axis represents the test RMSE of the Lasso model, whereas Y-a...
Covariate selection is a fundamental step when building sparse prediction models in order to avoid o...
LASSO is a penalized regression method that facilitates model fitting in situations where there are ...
In recent years, there has been a considerable amount of research on the use of regularization metho...
The identification of risk loci in the Human Leukocyte Antigen (HLA) region using single-SNP associa...
<p>(To increase readability, the log<sub>10</sub>(BFs) are truncated at 20). (A) Genome-wide log<sub...