And the exploration of optimal combination of data transformation and model simulation was even less. Therefore, two transformed methods such as additive log-ratio (ALR) and isometric log-ratio (ILR) transformations combine with two ML models such as boosted regression tree (BRT), random forest (...
Multiplicative: Interaction on the odds-ratio scale = 1 and eβˆ3 = 1 (95% CI: 0.694, 1.441; p > 0.999). In the linear probability model, the regression coefficient for the product term estimates (or quantifies) departure from additivity, whereas in logistic regression and the log-bin...
Hazard ratio 6.4 (95 % confidence interval 1.5-27.1); p = 0.004 Full size image Risk associated with NT-proBNP and CAC in continuous analyses In adjusted continuous analysis, higher NT-proBNP was a strong predictor of the composite CVD endpoint and all-cause mortality (p ≤ 0.002;...
However, the compositional kriging and cokriging results were slightly more similar to each other than to the other pair, as were log-ratio cokriging and additive log-ratio cokriging. The similar results of the two methods within each pair were due to similarities of the methods themselves, for...
Moreover, the model selection accuracy increases as the number of individuals (biological replicates), the number of time points, and signal to noise ratio increases. Longitudinal metagenomics data set We used LonGP to analyse a longitudinal metagenomics data set14. In this data set, 222 children...
Additionally, it is proved that the liquid/solid ratio, the alkali concentration, and the dissolving temperature would be the most critical impactors to decide the extraction rate of alumina. Under the optimal conditions, the extraction rate of alumina attained 93.8% and the CaO can be recycled ...
So we define the empirical likelihood ratio at Po by 424 X. Lu and Y. Oi The corresponding empirical log-likelihood ratio can be defined as 'where 11 is the solution of (8). We need the following assumptions to establish our main theorem. ...
This section describes the recent study on MCDM techniques and their implication for sustainable manufacturing design. The manufacturing sector may undergo a transformation thanks to additive manufacturing (AM), a rapidly expanding and developing process. However, given that AM procedures use a lot of ...
Signal-to-noise ratio SLM: Selective laser melting References Rehman, A.U., Mahmood, M.A., Pitir, F., et al.: Mesoscopic computational fluid dynamics modelling for the laser-melting deposition of AISI 304 stainless steel single tracks with experimental correlation: a novel study. Metals (...
assuming Hardy–Weinberg equilibrium. The sample size needed to achieve 80% power was plotted against the allele frequency. For the additive model, we chose the observed odds ratio for the additive model, whereas the observed odds ratio for the recessive model was chosen for the recessive model....