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What is Educational Data Mining
1.
Methods for exploring the unique and increasingly large-scale
data
that come from
educational
settings and using those methods to better understand students, and the settings which they learn in.
Learn more in: Artificial Intelligence in E-Learning Systems
2.
Data
analysis for detecting patterns in large collections of
educational data
.
Learn more in: Learning Analytics
3.
Is concerned with developing, researching, and applying computerized methods to detect patterns in large collections of
educational data
.
Learn more in: Toward the 4th Agenda 2030 Goal: AI Support to Executive Functions for Inclusions
4.
It refers to techniques and tools designed for automatically extracting meaning from large repositories of
data
generated by peoples learning activities in
educational
settings.
Learn more in: Educational Data Mining Techniques and Applications
5.
Educational Data Mining
is an emerging discipline, concerned with developing methods for exploring the unique types of
data
that come from
educational
settings, and using those methods to better understand students, and the settings which they learn in. Whether
educational data
is taken from students' use of interactive learning environments, computer-supported collaborative learning, or administrative
data
from schools and universities, it often has multiple levels of meaningful hierarchy, which often need to be determined by properties in the
data
itself, rather than in advance. Issues of time, sequence, and context also play important roles in the study of
educational data
.
Learn more in: Using the Flipped Classroom to Improve Knowledge Creation of Master's-Level Students in Engineering
6.
An interdisciplinary field of study that is directly related to many fields such as computer science, statistics, mathematics, and
data
visualization.
Learn more in: Educational Data Mining: A Systematic Literature Mapping Study
7.
The application of
data mining
techniques and methods to
educational data
for management and research purposes.
Learn more in: Educational Data Mining: A Guide for Educational Researchers
8.
Application of
data mining
techniques on
educational data
.
Learn more in: Predicting the Academic Performance of Students Using Utility-Based Data Mining
9.
It is a specialized form of
data mining
which focuses on utilizing
data
that derives from
educational
environments and aims at addressing
educational
issues and enhancing the overall learning experience, performance, and outcomes.
Learn more in: Educational Data Mining and Learning Analytics in the 21st Century
10.
Techniques, tools, and research designed for automatically extracting meaning from large repositories of
data
generated by or related to people's learning activities in
educational
settings.
Learn more in: Data Mining to Identify Project Management Strategies in Learning Environments
11.
Tools and techniques to extract meaningful patterns from
educational data
.
Learn more in: Deep Learning in Engineering Education: Performance Prediction Using Cuckoo-Based Hybrid Classification
12.
The application of
data mining
approaches in
educational data
.
Learn more in: Main Features and Types of Educational Use of Wiki Technology
13.
Tools and techniques to extract meaningful patterns from
educational data
.
Learn more in: Deep Learning in Engineering Education: Implementing a Deep Learning Approach for the Performance Prediction in Educational Information Systems
14.
“
Educational Data Mining
is an emerging discipline, concerned with developing methods for exploring the unique and increasingly large-scale
data
that come from
educational
settings and using those methods to better understand students, and the settings which they learn in. Whether
educational data
is taken from students’ use of interactive learning environments, computer-supported collaborative learning, or administrative
data
from schools and universities, it often has multiple levels of meaningful hierarchy, which often need to be determined by properties of the
data
itself, rather than in advance. Issues of time, sequence, and context also play important roles in the study of
educational data
”. (The International
Educational Data Mining
Society, 2019)
Learn more in: Integrating MOOCs in Higher Education: Procedures and Tools for a Mutual Commitment to Quality
15.
Aims at understanding the learners’ learning behavior better to set and customize trainings. It requests algorithms to aggregate
data
collected from online learning systems to bring out patterns. The topic covers prediction, usage and results for pedagogical device improvement.
Learn more in: Key Processes for the Performance of Work-Integrated Learning in HE: Focusing on Talents With a Winning-Foursome
16.
Data
analysis techniques which help to extract hidden knowledge consisting of tasks including pattern discovery as well as predictive modelling , in the field of education.
Learn more in: Role of Indian Print and Digital Media in Learning Analytics: A Tool to Sustain Education in the New Normal
17.
A research field concerned with the application of
data mining
, machine learning and statistics to information generated from
educational
settings.
Learn more in: The Design and Redesign of an Online Socio-Constructivist Course on Engineering Management: The Role of Learning Scenarios and Learning Analytics
Find more terms and definitions using our
Dictionary Search
.
Educational Data Mining
appears in:
Encyclopedia of Data Science and Machine Learning
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Educational Data Mining
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Educational Data Mining
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