Predicting Cognitive Load
The degree to which cognitive resources (such as working memory), are recruited while performing a task
What is Cognitive load?
Learners' ability to monitor and regulate their cognitive, affective, metacognitive and motivational processes
What is Self-Regulated Learning (SRL)?
Students' use of more than one modality: visual, spatial, audio, gestural or linguistic to create meaning
What is Multimodal Assessment?
Techniques, tools and research designed for automatically extracting meaning from large databases generated by or related to people's learning in educational settings
What is Educational Data Mining?
The use of electronic devices/computers to provide educational instruction and enhance learning processes
What are Computer-Assisted Learning Systems (CALS) ?
This type of data can capture many behaviors, such as galvanic skin response, blood volume pulse, movement, body temperature, interbeat interval, and heart rate.
What is Physiological Data?
An umbrella term, encompassing both emotions and mood
What is Affect?
An electronic device that functions automatically without input from an operator to process educational outcomes of a learner/student
What is Automated Assessment?
Searching for correlational relationships between large numbers of variables, or looking at correlations between one variable and a set of other variables.
What is Correlation Mining?
An approach to teaching where students explore relevant learning objectives through the use of games
What is Game-Based Learning?
Three features which have been used successfully to detect cognitive load
What are: pupil dilation, fixations, saccades, heart rate, or in-game activity?
Three types of Advanced Learning Technologies
What are: intelligent tutoring systems, simulations, serious games, hypermedia, tangible computing, virtual reality ?
One benefit to learner-generated drawings
What is: (1) Engage students in inquiry processes and (2) foster a deeper understanding of concepts more simply than viewing drawings ?
Two data mining techniques used in the education domain to assess student learning
What are: feature engineering, prediction modeling, sequence mining, cluster analysis, or correlation mining?
This theory, by Winne and Hadwin, includes four phases of student learning; searching, assembling, translating, and monitoring
What is the Information Processing Theory of Self-Regulated Learning?
Terminology which refers to: (1) the amount of time in which gaze is stable on the same location and (2) rapid eye movements that usually occur between these stable gazes
What are: (1) Fixations and (2) Saccades?
This type of system engages students in dialogue with the system to discuss their levels of affect and understanding of the material they are learning. Some examples include: MathSpring, AutoTutor, Affective AutoTutor, Gaze Tutor, Guru and iStart are all this type of system. **What is the name of this type of system?
What is an Intelligent Tutoring System?
The system that integrates intelligent tutoring system technologies into digital science notebooks that enables students to graphically model science phenomena
What is LEONARD?
Name of the game that uses prediction modeling to generate early predictions of students’ use of SRL strategies
What is Crystal Island?
This framework builds upon Winne and Hadwin’s theory to include five macro-level processes and 35 micro-level processes involved in student self-regulation
What is Macro- and Micro-level Framework of Self-Regulated Learning?
Fill in the blank. As planning gets more sophisticated and time pressure increases, cognitive load should ______ as a consequence.
What is "increase"?
These theories suggest learners must actively construct explanation-based meanings and knowledge through interaction, and progress is achieved through telling and doing (Aleven & Koedinger, 2002)
What are Explanation-based Constructivist theories?
This network can be used to analyze short answer responses. It evaluates student short-answer input through a four-step process
What is Convolutional Neural Network?
A hypermedia learning environment which is used to collect data on a student’s understanding of the human body systems
What is MetaTutor?
This model assumes that: (1) learners’ cognitive and affective processes during learning are linked during learning; (2) learners typically experience a specific subset of discrete, learner-centered emotions; and (3) the interplay between these emotions can differentially influence their learning outcomes
What is Dynamics of Affective States Model?