The fuzzy model proves to be fast, requires only few readily available input data, and the rule based model structure facilitates a common-sense interpretation of the model, which deems the presented approach suitable for the development of decision support tools.
The OneR performs evaluation using a simple classification that generates one rule for each predictor in the data and selects the rule with the smallest total error as its "one rule".
The data attributes were reduced through calculating the entropy of the attributes of the experiment data set, and the rules of the optimization design were acquired by constructing the decision tree.
The test results are compared with other experimental data and the design rules given in various steel specifications.
Furthermore, the simulational results of multi-physics coupling model on wire vibration show a good agreement with experimental data, and the influencing rules of processing parameters on wire vibration are also illustrated to seek the best parameter combination.
While the desired CDS process will vary depending on the objective, context, and available patient data, the depth, form and quality of the data and the CDS rules will dictate the limits of what is possible with the output (i.e., from simple generic alerts to intuitive and tailored visual displays of information).
"Look at the EU - it already has very strict rules about sharing and processing data and the general rule is that you can only share data if you share it with a country that has equivalently strong protection laws," he told the BBC.
Critically, the only element of the entire system which requires re-coding between scenarios is (a) the initial training data and (b) the rule set.
Next, the constructed category decision rules were applied to these text data, and data that matched the rules were selected as possible fall events.
Table 1 lists these Boolean rules for the network components, and data supporting the rules is provided in the Additional file 1, Table 1.
This framework has adapted standards recommended by HL7 [ 43], Healthcare Information Technology Standards Panel (HITSP) and elsewhere, to create a formal information model that describes clinical data required in the rules, and data are encoded using standard terminologies (e.g., SNOMED [ 44], LOINC [ 45], RxNorm [ 36]).
