书目名称 | Educational Data Mining |
副标题 | Applications and Tre |
编辑 | Alejandro Peña-Ayala |
视频video | |
概述 | Provides an updated view of the application of Data Mining to the educational arena.Copes two key targets: applications and trends.Focuses on the Data Mining logistics: models, tasks, methods, algorit |
丛书名称 | Studies in Computational Intelligence |
图书封面 |  |
描述 | .This book is devoted to the .Educational Data Mining. arena. It highlights works that show relevant proposals, developments, and achievements that shape trends and inspire future research. After a rigorous revision process sixteen manuscripts were accepted and organized into four parts as follows:.· .Profile.: The first part embraces three chapters oriented to: 1) describe the nature of educational data mining (EDM); 2) describe how to pre-process raw data to facilitate data mining (DM); 3) explain how EDM supports government policies to enhance education..· .Student modeling.: The second part contains five chapters concerned with: 4) explore the factors having an impact on the student‘s academic success; 5) detect student‘s personality and behaviors in an educational game; 6) predict students performance to adjust content and strategies; 7) identify students who will most benefit from tutor support; 8) hypothesize the student answer correctness based on eye metrics and mouse click..· .Assessment.: The third part has four chapters related to: 9) analyze the coherence of student research proposals; 10) automatically generate tests based on competences; 11) recognize stu |
出版日期 | Book 2014 |
关键词 | Computational Intelligence; Data Mining; EDM Applications; EDM Methods; EDM Models; EDM Tasks; Educational |
版次 | 1 |
doi | https://doi.org/10.1007/978-3-319-02738-8 |
isbn_softcover | 978-3-319-34499-7 |
isbn_ebook | 978-3-319-02738-8Series ISSN 1860-949X Series E-ISSN 1860-9503 |
issn_series | 1860-949X |
copyright | Springer International Publishing Switzerland 2014 |