Unsupervised learning based mining of academic data sets for students' performance analysis.
Liana Maria CriveiGabriela CzibulaGeorge CiubotariuMariana DindeleganPublished in: SACI (2020)
Keyphrases
- unsupervised learning
- data sets
- student learning
- computer engineering
- special education
- information literacy
- intelligent tutoring systems
- college students
- learning environment
- learning styles
- computer science education
- deep learning
- learning experience
- supervised learning
- online environment
- tutoring system
- learning activities
- higher education
- fit in main memory
- learning outcomes
- distance learning
- data mining
- faculty members
- cooperative learning
- undergraduate students
- e learning
- heterogeneous data sets
- grounded theory
- post secondary
- national science foundation
- learning process
- university level
- programming course
- researchers and practitioners interested
- online course
- training data
- knowledge discovery
- semi supervised
- collaborative learning
- high school students
- undergraduate engineering
- data streams
- training set
- state university
- mobile learning
- distance education
- control group
- text classification
- dimensionality reduction
- education programs
- association rules
- feature space
- object recognition
- design studio
- elementary school
- teaching methods
- feature selection