Demand-Driven Associative Classification

• Main Authors: Veloso, Adriano (Author), Meira Jr., Wagner (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: London : Springer London, 2011.
• Series: SpringerBriefs in Computer Science,
• Subjects: Computer science.; Mathematical statistics.; Data mining.; Computer Science.; Data Mining and Knowledge Discovery.; Probability and Statistics in Computer Science.

The ultimate goal of machines is to help humans to solve problems. Such problems range between two extremes: structured problems for which the solution is totally defined (and thus are easily programmed by humans), and random problems for which the solution is completely undefined (and thus cannot b...

Table of Contents:

• Introduction and Preliminaries
• Introduction
• The Classification Problem
• Associative Classification
• Demand-Driven Associative Classification
• Extensions to Associative Classification
• Multi-Label Associative Classification
• Competence-Conscious Associative Classification
• Calibrated Associative Classification
• Self-Training Associative Classification
• Ordinal Regression and Ranking
•  Conclusions and FutureWork.