Decision Trees with Hypotheses

by Shahid Hussain, Igor Chikalov, Mohammad Azad

In this book, the concept of a hypothesis about the values of all attributes is added to the standard decision tree model, considered, in particular, in test theory and rough set theory. This extension allows us to use the analog of equivalence queries from exact learning and explore decision trees that are based on various combinations of attributes, hypotheses, and proper hypotheses (analog of proper equivalence queries). The two main goals of...

• Format: Hardcover
• Language: English
• ISBN: 3031085841
• ISBN13: 9783031085840
• Release Date: November 2022
• Publisher: Springer
• Length: 145 Pages
• Weight: 0.90 lbs.
• Dimensions: 0.4" x 6.4" x 9.3"