DocumentCode
3724391
Title
A Case Study of Analyzing Logs of LMS in Flipped Classroom
Author
Yasuhiro Yamada;Masahito Hirakawa
Author_Institution
Interdiscipl. Grad. Sch. of Sci. &
fYear
2015
fDate
7/1/2015 12:00:00 AM
Firstpage
374
Lastpage
378
Abstract
This paper shows a case study of analyzing the log of a learning management system (LMS) in a flipped classroom. We investigate the relation between the preparation of students before class and their test scores through the LMS log. The teacher of a course in the case study gives the students a document and a quiz about the content of the next class through the LMS. Then, a simple test is conducted in the first 10 minutes of the class to evaluate the students´ understanding of the content. We focus on the number of times that the students read the document and took the quiz. We also consider the time spent to take the quiz. We construct a decision tree from the log and the test scores to classify the students. We found some patterns from the tree to characterize students according to score categories, although the tree did not classify them perfectly.
Keywords
"Least squares approximations","Decision trees","Learning management systems","Text mining","Programming profession"
Publisher
ieee
Conference_Titel
Advanced Applied Informatics (IIAI-AAI), 2015 IIAI 4th International Congress on
Print_ISBN
978-1-4799-9957-6
Type
conf
DOI
10.1109/IIAI-AAI.2015.255
Filename
7373935
Link To Document