Three approaches to handle inconsistency in decision tables

Fawaz Alsolami*, Mohammad Azad, Igor Chikalov, Mikhail Moshkov

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

Abstract

In this chapter, we discuss main notions related to inconsistent decision tables, and three approaches to handle inconsistency in decision tables: decision tables with many-valued decisions (MVD approach), decision tables with generalized decisions (GD approach), and decision tables with most common decisions (MCD approach). After that, we compare complexity and classification accuracy of decision trees constructed by greedy heuristics in the frameworks of these approaches.

Original languageEnglish (US)
Title of host publicationIntelligent Systems Reference Library
PublisherSpringer Science and Business Media Deutschland GmbH
Pages37-44
Number of pages8
DOIs
StatePublished - 2020

Publication series

NameIntelligent Systems Reference Library
Volume156
ISSN (Print)1868-4394
ISSN (Electronic)1868-4408

ASJC Scopus subject areas

  • General Computer Science
  • Information Systems and Management
  • Library and Information Sciences

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