03016nam 22005295 450 991094753470332120250513230320.09789819778584981977858110.1007/978-981-97-7858-4(MiAaPQ)EBC31877542(Au-PeEL)EBL31877542(CKB)37200598000041(DE-He213)978-981-97-7858-4(OCoLC)1493039254(EXLCZ)993720059800004120250113d2024 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierText Mining in Educational Research Topic Modeling and Latent Dirichlet Allocation /edited by Myint Swe Khine1st ed. 2024.Singapore :Springer Nature Singapore :Imprint: Springer,2024.1 online resource (179 pages)9789819778577 9819778573 Using the Structural Topic Model to Explore Learner Satisfaction with LMOOCs -- Text Mining Applications in Educational Research -- The Advent of Topic Noise Models -- Formalizing the Social Aspects of Topic Modeling: Focus on the Social Positioning of Researchers.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. .Educational technologyTeachersTraining ofDigital Education and Educational TechnologyTeaching and Teacher EducationEducational technology.TeachersTraining of.Digital Education and Educational Technology.Teaching and Teacher Education.371.33Khine Myint Swe858650MiAaPQMiAaPQMiAaPQBOOK9910947534703321Text Mining in Educational Research4332021UNINA