They do not directly provide probability estimates, these are calculated using an expensive five-fold cross-validation.
As some (Q SAR models do not provide probability estimates, repeated validation can overcome this limitation, as described in the next section.
102 The result is a simple score that provides probability estimates that correspond to the score generated by the multivariate regression model.
While their method was designed to detect outliers or errors in database values, it also provides probability density estimates across Talairach space for the "region" corresponding to a given neuroanatomical term.
Both 3M and HME3M provide a probability estimate that each edge is a member of an identified functional component within the metabolic network.
The control strategy will consist of routine management, with the exception that physicians are requested to provide a probability estimate for the presence of bacterial infection whenever a diagnostic work up (blood cultures or tracheal aspirate culture) is ordered.
The main advantage of our method is that it is model independent, i.e., it can be applied with any classifier that provides a probability estimate for a prediction.
We note here that we will use a random forest of regression trees, where each component tree provides a probability estimate of success (denoted in [ 1] as regRF).
In addition, bagged nearest neighbors provide consistent probability estimates under very general conditions (Biau and Devroye 2010; Biau et al. 2008).
As described above, physicians must provide two probability estimates, one for the presence of sepsis and one for pneumonia, whenever they order a sepsis or pneumonia work up.
It is, however, somewhat sensitive to random failures, leaves little possibility of interpolation to find probabilities at intermediate concentrations, and typically requires a relatively high number of replicates at each concentration to provide reliable probability estimates.
