In a naive Bayes network, as used in this study, there are no dependencies between the different feature variables, they are thus considered to be conditionally independent, hence the term 'naive'naive
In large-scale HTS gene expression profiling, differentially expressed genes are biologically assumed to be a small portion of the population and the correlation values between a feature variable and a class variable are exponentially distributed.
High-throughput gene expression profiling returns only a relatively small number of differentially expressed genes, and the correlation values between a feature variable and a class variable are exponentially distributed.
A third was that the regression model did not consider the regulation structure between feature variables and therefore included false positive regulations.
Once the feature selection was completed, we carried out a interactive process between DM building and DM testing to adjust the parameters of feature variables balancing between false positive rate and efficiency.
The number of candidate feature variables is initially small since features from vowels are not considered.
Second, using the software package of AMOS7.0 to make an analysis can give a full play to the multi-route analysis of this method for presenting the features between variables' relationship.
It ranks each feature according to both its relevance to the target classification variable and the redundancy between the features.
A random forest model using these feature variables as predictors was able to discriminate between the two reference corrosion systems.
Critically, no developmental-comparison fMRI studies to date have featured variable timing between the reward-predictive cue at the start of the instrumental trial and the subsequent reward notification event of that trial, so as to isolate time series signal change [29], [30] elicited by these different components of the instrumental trial.
