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商品詳細
Text Mining in Educational Research : Topic Modeling and Latent Dirichlet Allocation.
・ISBN 978-981-9778-57-7 hard EUR 159.99
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| 著者・編者 | Khine, Myint Swe (ed.), |
|---|---|
| 出版社 | (Springer, GW) |
| 出版年月 | 2025.01 |
| ページ数 | 151 pp. |
| 言語 | ENG |
| ニュース番号 | <736-1331> |
解説
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. 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. 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.