The most complicated aspect of the restoration was re-incorporating the missing scenes.
Having established that non-detects in qPCR data represent data missing not at random, we now propose a method that incorporates the missing data mechanism into subsequent statistical analyses.
This method estimates the number and outcomes of missing studies, and adjusts the meta-analysis to incorporate the imputed missing data [ 16].
The FLOC algorithm [ 10] improved the method presented in [ 9] by obtaining a set of biclusters simultaneously and by incorporating the processing of missing values.
Multiple imputation allows analyses that can result in valid statistical inferences, while still incorporating the uncertainty of missing values (Schafer, 1977; Burton and Altman, 2004).
We incorporate this missing functionality into the already-familiar linear regression framework through Bayesian prior densities whose shapes reflect the uncertainties associated with the prior information, such as cell-type proportions or cell-type-specific expression profiles.
Multiple imputation (MI), where each missing value is replaced with a set of m (>1) independent values [ 7] to give m separate complete datasets, incorporates uncertainty of the missing data that cannot be achieved with single imputation (m = 1).
We have incorporated the additional missing references (Kang et al. was already present in the original manuscript).
Under NMAR, inferences derived from conventional approaches are not valid, and what is required is a substantive model of interest that incorporates a model of the missing data process.
The collective dismay and uproar of the commission forced Allward to relent and incorporate the names of the missing on the memorial walls.
We pooled the results of the five imputed data sets to obtain data estimates, the precision of the estimates incorporates the uncertainty of the missing values.
