Towards a Unified Modeling and Knowledge-Representation based on Lattice Theory Computational Intelligence and Soft Computing Applications /

• Main Author: Kaburlasos, Vassilis G. (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Berlin, Heidelberg : Springer Berlin Heidelberg, 2006.
• Subjects: Computer science.; Computers.; Artificial intelligence.; Applied mathematics.; Engineering mathematics.; Computer Science.; Theory of Computation.; Artificial Intelligence (incl. Robotics).; Appl.Mathematics/Computational Methods of Engineering.; Applications of Mathematics.

By ‘model’ we mean a mathematical description of a world aspect. With the proliferation of computers a variety of modeling paradigms emerged under computational intelligence and soft computing. An advancing technology is currently fragmented due, as well, to the need to cope with different types of...

Table of Contents:

• The Context
• Origins in Context
• Relevant Literature Review
• Theory and Algorithms
• Novel Mathematical Background
• Real-World Grounding
• Knowledge Representation
• The Modeling Problem and its Formulation
• Algorithms for Clustering, Classification, and Regression
• Applications and Comparisons
• Numeric Data Applications
• Nonnumeric Data Applications
• Connections with Established Paradigms
• Conclusion
• Implementation Issues
• Discussion.