Text Mining in Educational Research

£129.50

Text Mining in Educational Research

Topic Modeling and Latent Dirichlet Allocation

Teacher training Educational equipment and technology, computer-aided learning (CAL)

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Collection: Education

Language: English

Published by: Springer

Published on: 12th January 2025

Format: LCP-protected ePub

ISBN: 9789819778584


Overview

This edited book consolidates and documents recent research on topic modeling in text mining using Latent Dirichlet Allocation (LDA). Written by leading experts in topic modeling, it covers a wide range of areas, such as theory building, systematic research, and innovative applications. This book offers a thorough exploration of the latest advancements in topic modeling. From identifying issues in unstructured text data to categorizing documents and extracting valuable insights, the book provides practical use of LDA as a powerful tool in qualitative and quantitative research.

Content and Applications

The chapters discuss the rapidly evolving landscape of topic modeling algorithms and offer tangible examples and applications of LDA in educational research, showcasing its real-world impact. This book dives into the heart of educational research and uncovers the transformative potential of Latent Dirichlet Allocation in shaping the future of topic modeling.

Target Audience and Significance

This book is a valuable resource, highlighting exemplary works and rapid advances in the field. It appeals to students, researchers, and practitioners interested in text mining.

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