As discussed by Gawthrop et al. (2011), this prediction is only required at the intermittent time points, and thus, the corresponding predictor is simpler than that required for the continuous-time design of Kleinman (1969).
We consider LTI finite-dimensional, completely controllable, but possibly open-loop unstable, plants, with arbitrarily long actuator delay, and the corresponding predictor-based feedback for delay compensation.
For a sample of n cases, it is defined as (1) M S E = ∑ i = 1 n [ O i − P (M | x i ) ] 2 n where O i is the observed outcome in the i-th case, which takes a value of 1 or 0 for morbid and normal patients, respectively, and x i is the corresponding predictor vector.
As shown in Figure 1, the IFS curve was plotted by feature indices and MCC values obtained from the corresponding predictor.
denote minimal and maximal values, respectively, found under the condition that the corresponding predictor weights V lead to identical donor weights W in the training period.
The model terms f 1a – f 5a are unknown smooth functions of the corresponding predictor variables.
Finally an optimal feature subset was obtained with which the corresponding predictor yields the best MCC.
Their parameters represent the shift in the log hazard associated with a unit difference in the corresponding predictor.
The REGS classifier for CHO performed significantly better than the corresponding predictor hence differential expression was investigated for the former.
(1) Generate the extended data set of 2 M dimensions by permuting the corresponding predictor SNP values for shadow SNPs.
More precisely, the corresponding predictor with the most negative coefficient is excluded from the list of predictors, and then the minimization is performed again with the number of predictors reduced by one.
