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As a consequence, the new algorithm named FLRC-MD shows better classification results and more generalization and it will lead to generate fewer induced rules.
As a point of reference, we also induced rules based on domain-specific global structural similarity in terms of orientations and connectivity of the main secondary structure elements (CATH fold, see Materials and Methods) [33].
TRH induced rules and did the comparison with clustering.
The sets of induced rules were used to construct component classifiers in variable consistency bagging [ 28, 29].
Consequently, decision trees are more useful than induced rules for making clinical decisions [ 16].
The two next columns contain the most important information: the "if" and "then" clauses of the induced rules.
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Given a set of examples, a learning program tries to induce rules that describe each class.
We propose EDER-SD (Evolutionary Decision Rules for Subgroup Discovery), a SD algorithm based on evolutionary computation that induces rules describing only fault-prone modules.
In this work, we present a data mining approach to induce rules extracted from static software metrics characterising fault-prone modules.
The rough set theory [27], [28] constitutes a mathematical framework for inducing rules from examples.
A genetics-based machine learning technique uses the reduced alphabet to induce rules for protein structure prediction features.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com