Validation steps identified common problems such as incomplete preparation of data, missing data, insufficient sample size, and other issues that might result in program failure.
As a reference we have used the results obtained in a more detailed analysis (Bracho et al., in preparation) of an expanded data set derived from the same patients, which included clone sequences from the same E1 E2 region and direct sequences from the Ns5b genomic region.
AB contributed to the conception of the study, participated in the preparation of data collection tool, data analysis and manuscript development.
After preparation of the data, a single command line is used to create the report.
According to standard procedure, building a classifier using machine learning is a fully automated process that follows the preparation of training data by a domain expert.
Preparation of this data poses a unique engineering challenge because of the sheer volume of the external-memory data sets involved.
The preparation of the data included a preliminary analysis, recoding of the data, the selection of items to be used in the modeling, weighting of the data, and both exploratory and confirmatory factor analyses.
"We're dealing with the manipulation of data, the transformation of data, and the preparation of data for analytics," says Mor. "This is to get data from a variety of data stores: get it, normalize it, clean it, and put that into your analytic data store of choice".
The preparation of data is a matter of considerable importance in training the neural network.
