Educational Big Data Mining: How to Enhance Virtual Learning Environments

被引:14
作者
Ducange, Pietro [1 ]
Pecori, Riccardo [1 ]
Sarti, Luigi [1 ,2 ]
Vecchio, Massimo [1 ]
机构
[1] eCampus Univ, SMART Engn Solut & Technol SMARTEST Res Ctr, Via Isimbardi 10, I-22060 Novedrate, CO, Italy
[2] CNR, Ist Tecnol Didattiche, Via Marini 6, I-16149 Genoa, GE, Italy
来源
INTERNATIONAL JOINT CONFERENCE SOCO'16- CISIS'16-ICEUTE'16 | 2017年 / 527卷
关键词
Big Data; Educational data mining; e-learning; Virtual Learning Environment;
D O I
10.1007/978-3-319-47364-2_66
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The growing development of virtual learning platforms is boosting a new type of Big Data and of Big Data Stream, those ones that can be labeled as e-learning Big Data. These data, coming from different sources of Virtual Learning Environments, such as communications between students and instructors as well as pupils tests, require accurate analysis and mining techniques in order to retrieve from them fruitful insights. This paper analyzes the main features of current e-learning systems, pointing out their sources of data and the huge amount of information that may be retrieved from them. Moreover, we assess the concept of educational Big Data, suggesting a logical and functional layered model that can turn to be very useful in real life.
引用
收藏
页码:681 / 690
页数:10
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