Rough – Granular Computing in Knowledge Discovery and Data Mining

• Main Author: Stepaniuk, Jarosław (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2008.
• Series: Studies in Computational Intelligence, 152
• Subjects: Computer science.; Artificial intelligence.; Computer-aided engineering.; Applied mathematics.; Engineering mathematics.; Computer Science.; Computer-Aided Engineering (CAD, CAE) and Design.; Appl.Mathematics/Computational Methods of Engineering.; Artificial Intelligence (incl. Robotics).

The book "Rough-Granular Computing in Knowledge Discovery and Data Mining" written by Professor Jaroslaw Stepaniuk is dedicated to methods based on a combination of the following three closely related and rapidly growing areas: granular computing, rough sets, and knowledge discovery and da...

Table of Contents:

• I: Rough Set Methodology
• Rough Sets
• Data Reduction
• II: Classification and Clustering
• Selected Classification Methods
• Selected Clustering Methods
• A Medical Case Study
• III: Complex Data and Complex Concepts
• Mining Knowledge from Complex Data
• Complex Concept Approximations
• IV: Conclusions, Bibliography and Further Readings
• Concluding Remarks.