Early Warning Mechanisms for Online Learning Behaviors Driven by Educational Big Data
暫譯: 基於教育大數據的線上學習行為早期預警機制
Xia, Xiaona, Qi, Wanxue
- 出版商: Routledge
- 出版日期: 2025-10-27
- 售價: $2,390
- 貴賓價: 9.5 折 $2,271
- 語言: 英文
- 頁數: 16
- 裝訂: Quality Paper - also called trade paper
- ISBN: 1032778091
- ISBN-13: 9781032778099
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相關分類:
Data-mining
海外代購書籍(需單獨結帳)
商品描述
The book aims to design and construct early warning mechanisms based on the dynamic temporal tracking technology for online learning behaviors, driven by educational big data.
By studying a massive amount of learning behavior instances generated in various interactive learning environments worldwide, the book explores the continuous sequences of correlated learning behaviors and characteristics. From various angles, the authors have devised a series of early warning measures that could effectively solve multiple issues in learning behaviors driven by educational big data. Additionally, the book predicts patterns and identifies risks by analyzing the temporal sequences of the entire learning process. While presenting a range of theoretical achievements and technical solutions to improve and design new online learning mode, it also provides relevant technical ideas and methodologies for research on similar problems.
The book will attract scholars and students working on learning analytics and educational big data worldwide.
商品描述(中文翻譯)
本書旨在設計和構建基於動態時間追蹤技術的早期預警機制，以應對由教育大數據驅動的在線學習行為。
通過研究在全球各種互動學習環境中產生的大量學習行為實例，本書探討了相關學習行為和特徵的連續序列。作者從多個角度設計了一系列早期預警措施，這些措施能有效解決由教育大數據驅動的學習行為中的多個問題。此外，本書通過分析整個學習過程的時間序列來預測模式和識別風險。在呈現一系列理論成就和技術解決方案以改善和設計新的在線學習模式的同時，還提供了相關的技術思路和方法論，以供對類似問題的研究參考。
本書將吸引全球從事學習分析和教育大數據研究的學者和學生。
作者簡介
Xiaona Xia is a professor and earned her PhD from Qufu Normal University. She is also a member of IEEE Computer Society and China Computer Federation (CCF). Her research interests include learning analytics, interactive learning environments, collaborative learning, educational big data, educational statistics, data mining and service computing.
Wanxue Qi is a PhD supervisor of Qufu Normal University. He is a famous education expert and has made remarkable achievements in higher education and moral education theory. His research interests include educational big data and moral education.
作者簡介(中文翻譯)
夏娜 夏是教授，並在曲阜師範大學獲得博士學位。她也是IEEE計算機學會和中國計算機學會（CCF）的成員。她的研究興趣包括學習分析、互動學習環境、協作學習、教育大數據、教育統計、資料探勘和服務計算。
萬學啟是曲阜師範大學的博士生導師。他是一位著名的教育專家，在高等教育和德育理論方面取得了顯著成就。他的研究興趣包括教育大數據和德育。
