Geng et al. suggest that true causal relationship can be assessed through ascertainment of patients status who are lost to follow-up, using a sampling based approach and adjustment of estimates [ 24].
Sampling based approaches are used to carry out uncertainty and sensitivity/importance analysis.
Beyond achieving improved trade-offs between fault detectability and control, it is shown that the computational cost of the gPC model based method is lower than the Monte Carlo type sampling based approaches, thus demonstrating the potential of the gPC method for dealing with large problems and real-time applications.
Airborne remote sensing, such as LiDAR is another alternative data source for limited areas or in sampling based approaches [49].
Stochastic sampling based approaches use multi-samples per pixel, with each sample has a unique random time, to render motion blurred shadows.
This study assesses and compares REMR to two sampling based approaches using bootstrap simulation studies.
Airborne remote sensing, such as LiDAR is another alternative data source for limited areas or in sampling based approaches [ 49].
Comparing the AGB estimates of our study to published estimates reveals that, in the regions of Costa Rica where EAGB has been previously sampled, our NFMP based approach produced a similar range of values.
In a common tier based approach, samples identified as ADA screen positive are confirmed for the binding specificity of the antibodies to the drug molecule via a confirmatory assay.
Our assessment indicates the need for improving the participatory process and mutual trust even after integrating community sampling into the remote sensing based approach to enhance the legitimacy of the system.
Based on the simulation data analysis and analysis with the Parkinson disease case and control sample, we demonstrate that the likelihood based approach outperforms the trend test and logistic regression methods for an increased statistical power and reduced false positive inference, which are popularly implemented in the GWAS literature.
