Partial Covers, Reducts and Decision Rules in Rough Sets Theory and Applications /

• Main Authors: Moshkov, Mikhail Ju (Author), Piliszczuk, Marcin (Author), Zielosko, Beata (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008.
• Series: Studies in Computational Intelligence, 145
• Subjects: Computer science.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Computer Science.; Artificial Intelligence (incl. Robotics).; Appl.Mathematics/Computational Methods of Engineering.

This monograph is devoted to theoretical and experimental study of partial reducts and partial decision rules on the basis of the study of partial covers. The use of partial (approximate) reducts and decision rules instead of exact ones allows us to obtain more compact description of knowledge conta...

Table of Contents:

• Partial Covers, Reducts and Decision Rules
• Partial Covers, Reducts and Decision Rules with Weights
• Construction of All Irreducible Partial Covers, All Partial Reducts and All Irreducible Partial Decision Rules
• Experiments with Real-Life Decision Tables
• Universal Attribute Reduction Problem.