The best choice is to utilize the conditional expectation of real BOLD response time series which we gain from fMRI data.
In the experiment, we first learned the evolutionary model using EvoLabelPred with (K=3, 4) and then utilized the conditional probabilities-based label prediction (cf. Sect. 3.3.4) within each individual cluster to predict the labels for the out-of-sample patients.
Our approach yields more efficient estimates compared to the maximum likelihood estimator, the least squares estimator and the weighted least squares estimator, which do not utilize the conditional moment restrictions.
We utilized the conditional nature of this model to suppress hTDP-43 expression during early development with the introduction of doxycycline into the diet (Supplementary Fig. 1).
To rule out the possibility of a fortuitous comigration between putative complex IV multimers and other types of supercomplexes and to prove that complex IV physically interacts with complexes I III, we utilized the conditional Lrpprc mouse knockout (Ruzzenente et al., 2012).
To account for treatment effects and time trajectories on the IBS-QOL total score, reliability was assessed by first estimating variances via a linear model and utilizing the resultant conditional variances to establish reliability.
Recently, in the context of this mouse model, the role of β1-integrin in ErbB2-induced mammary tumor progression was investigated by utilizing the same conditional β1-integrin strain we previously crossed to the PyVmT model of breast cancer [ 55].
We sampled live animals at day 1, 5, 9 and 11 representing young, young-mid, mid- and late-life animals, avoiding transgenerational contamination by utilizing the temperature conditional sterile strain TJ1060 [ spe-9 hc88) spe-9 hc88b26)II].
However, by utilizing the approximation of the conditional expectation of the concentration, we can still use a proportional-like system noise.
The missing data imputation method used here utilizes the bounded conditional mean imputation (BCMI) as proposed in [19].
