A survey on educational process mining
Educational process mining (EPM) is an emerging field in educational data mining (EDM)
aiming to make unexpressed knowledge explicit and to facilitate better understanding of the …
aiming to make unexpressed knowledge explicit and to facilitate better understanding of the …
Mining in educational data: review and future directions
One of the developing fields of the present times is educational data mining that pertains to
developing methods that help in examining various kinds of data obtained from the …
developing methods that help in examining various kinds of data obtained from the …
Educational data mining: a review of the state of the art
Educational data mining (EDM) is an emerging interdisciplinary research area that deals
with the development of methods to explore data originating in an educational context. EDM …
with the development of methods to explore data originating in an educational context. EDM …
Using process mining to analyze students' quiz-taking behavior patterns in a learning management system
The aim of this paper is to explore students' behavior and interaction patterns in different
types of online quiz-based activities within learning management systems (LMS). Analyzing …
types of online quiz-based activities within learning management systems (LMS). Analyzing …
[图书][B] Handbook of educational data mining
This handbook helps education experts understand what types of questions EDM can
address and helps data miners understand what types of questions are important to …
address and helps data miners understand what types of questions are important to …
[PDF][PDF] Discovering learning processes using inductive miner: A case study with learning management systems (LMSs)
A Bogarín Vega, R Cerezo Menéndez, C Romero - Psicothema, 2018 - digibuo.uniovi.es
Abstract Resumen Background: Process mining with educational data has made use of
various algorithms for model discovery, principally Alpha Miner, Heuristic Miner, and …
various algorithms for model discovery, principally Alpha Miner, Heuristic Miner, and …
Clustering for improving educational process mining
In this paper, we propose to use clustering to improve educational process mining. We want
to improve both the performance and comprehensibility of the models obtained. We have …
to improve both the performance and comprehensibility of the models obtained. We have …
Putting it all together: Combining learning analytics methods and data sources to understand students' approaches to learning programming
Learning programming is a complex and challenging task for many students. It involves both
understanding theoretical concepts and acquiring practical skills. Hence, analyzing learners' …
understanding theoretical concepts and acquiring practical skills. Hence, analyzing learners' …
Using institutional data to predict student course selections in higher education
The ability to predict what university course a student may select has important quality
assurance and economic imperatives. The capacity to determine future course load and …
assurance and economic imperatives. The capacity to determine future course load and …
What factors influence students satisfaction in massive open online courses? Findings from user-generated content using educational data mining
Abstract Learners' satisfaction with Massive Open Online Courses (MOOCs) has been
evaluated through quantitative approaches focusing on survey-based methods in several …
evaluated through quantitative approaches focusing on survey-based methods in several …