Comparative Analysis of Deterministic and Nondeterministic Decision Trees (eBook, PDF)
Mikhail Moshkov
eBook, PDF

Comparative Analysis of Deterministic and Nondeterministic Decision Trees (eBook, PDF)

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This book compares four parameters of problems in arbitrary information systems: complexity of problem representation and complexity of deterministic, nondeterministic, and strongly nondeterministic decision trees for problem solving. Deterministic decision trees are widely used as classifiers, as a means of knowledge representation, and as algorithms. Nondeterministic (strongly nondeterministic) decision trees can be interpreted as systems of true decision rules that cover all objects (objects from one decision class).This book develops tools for the study of decision trees, including bounds ...

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