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. 2021 Jan 1;21(1):241. doi: 10.3390/s21010241

Table 2.

The calculation of indicators in the ensemble learning module.

Indicator Input Base Learners Classification Algorithm Output
Students’ Concentration Students’ Movement
Students’ Emotion
Concentration Labels
Regression Tree Forecast Score of Concentration
Students’ Participation Students’ Movement
Students’ Emotion
Participation Labels
Forecast Score of Participation
Teachers’ Type Teachers’ Movement
Teachers’ Emotion
Teaching Type Labels
Classification Tree SAMME Types:
Indoctrination,
Natural,
Interactive
Teachers’ Style Teachers’ Movement
Teachers’ Emotion
Teachers’ Volume and Speed
Teachers’ Style Labels
Types:
Passionate,
Humorous,
Solemn
Teachers’ Media-usage Teachers’ Movement
Media Usage Labels
Types:
Multimedia,
Blackboard