It supports distributed training on multiple machines, including AWS, GCE, Azure, and Yarn clusters. Also, it can be integrated with Flink, Spark and other cloud dataflow systems.LIBSVM is an integrated software for support vector classification, (C-SVC, nu-SVC), regression (epsilon-SVR, nu-...
For the LMM regression analysis, we used a Gaussian family with an identity link function and specified the fixed and random effects using the formula: protein_expression ~ response_evaluation + treatment_group + time_point (pre- and post-treatment) + (1|patient_ID). We used the glht ...
We calculated the number needed to treat (NNT) and harm (NNH) from the Peto OR using the following formula: NNT = 1/[CEP − {OR/(1/CEP − 1) + OR}], where CEP stands for control event proportion.14 We evaluated the mortality and major bleeding outcomes in ...
The regression was contained to v1.9.2 AFAICT. Closes #734. Added a .onUnload method to unload data.table's shared object properly. Since the name of the shared object is 'datatable.so' and not 'data.table.so', 'detach' fails to unload correctly. This was the reason for the issue ...
For any nonlinear response, we proceeded to use piecewise regression with an inflection point based on the best goodness-of-fit model.10 We calculated absolute risk differences based on the obtained summary estimate and incidence rates from the general US population using the formula: risk ...
ImageJ was utilized to quantify the areas of red and green fluorescence, which produced average values. These numerical values were subsequently used in the quantification formula to determine the fluorescence intensity of live/dead cells in equation (4):...
SIRI was calculated by the formula: (neutrophil count × monocyte count) / lymphocyte count, while that of SII was: (platelet count × neutrophil count)/lymphocyte count. The association of SIRI and SII with all-cause and CVD mortality was evaluated using Cox regression. In addition,...
Regression analysis, usually termed regression, is used to draw the line of 'best fit' through co-ordinates on a graph. The techniques used enable a mathematical equation of the straight line form to be deduced for a given set of co-ordinate values, the line being such that the sum of ...
11 A GXT was considered to be valid if the participant achieved at least 85% of the age-predicted maximal heart rate using the CARDIA study formula.12 Heart rate, blood pressure, and electrocardiogram were collected at rest, during the last 30 seconds of each stage, at peak effort, and ...
Cox regression analysis revealed that higher TGI levels were associated with a higher risk of long-term all-cause mortality in middle-aged participants (hazard ratio [HR], 3.64; 95% confidence interval [CI] 1.44–9.22, P = 0.006) but not in old participants (HR 1.20, 95% CI 0.62–...