Data mining methods for education research

Rosa S. Aleman

ISBN 10: 9336138499 / ISBN 13: 9789336138496

Verlag: Rosa S. Aleman, 2023

Beschreibung

Zustand: Hervorragend | Sprache: Englisch | Produktart: Bücher.

Bestandsnummer des Verkäufers 41693041/1

Bibliografische Details

• Titel: Data mining methods for education research
• Verlag: Rosa S. Aleman
• Erscheinungsjahr: 2023
• Sprache: Englisch
• ISBN-10: 9336138499
• ISBN-13: 9789336138496
• Einband: Softcover
• Zustand: Hervorragend
• Verkäuferkataloge:
  • Bücher

Über diesen Titel

Inhaltsangabe

Despite some theoretical promise, it is unclear whether rule induction data mining approaches(e.g., classification trees and association rules) add methodological value to "orthodox" education research, i.e., research unrelated to computer-based education. To better understand whether and how rule induction methods could be useful to education researchers, I explored whether they, relative to regression approaches, (1) improve classification accuracy, and/or (2) offer new avenues of explanation. Additionally, I aimed to illustrate a practical and principled way to use the various rule induction approaches so researchers can more easily choose to use it.