| 书目名称 | Learning Analytics Methods and Tutorials | | 副标题 | A Practical Guide Us | | 编辑 | Mohammed Saqr,Sonsoles López-Pernas | | 视频video | | | 概述 | The book is a tutorial for learning analytics, data mining and quantitative methods in education.The book is or beginners and experienced readers with step-by-step tutorials, real-life data and code.T | | 图书封面 |  | | 描述 | .This open access comprehensive methodological book offers a much-needed answer to the lack of resources and methodological guidance in learning analytics, which has been a problem ever since the field started. The book covers all important quantitative topics in education at large as well as the latest in learning analytics and education data mining. The book also goes deeper into advanced methods that are at the forefront of novel methodological innovations. Authors of the book include world-renowned learning analytics researchers, R package developers, and methodological experts from diverse fields offering an unprecedented interdisciplinary reference on novel topics that is hard to find elsewhere..The book starts with the basics of R as a programming language, the basics of data cleaning, data manipulation, statistics, and analytics. In doing so, the book is suitable for newcomers as they can find an easy entry to the field, as well as being comprehensive of all the major methodologies. For every method, the corresponding chapter starts with the basics, explains the main concepts, and reviews examples from the literature. Every chapter has a detailed explanation of the essentia | | 出版日期 | Book‘‘‘‘‘‘‘‘ 2024 | | 关键词 | learning analytics methods; educational data mining; quantitative methods in education; social network | | 版次 | 1 | | doi | https://doi.org/10.1007/978-3-031-54464-4 | | isbn_softcover | 978-3-031-54466-8 | | isbn_ebook | 978-3-031-54464-4 | | copyright | The Editor(s) (if applicable) and The Author(s) 2024 |
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发表于 2025-3-21 16:04:43
