Estimation of Learning Affects Experienced by Learners: An Approach Using Relational Reasoning and Adaptive Mapping

Table 4

Emotion distribution per learner during learning session (%).

Learner	Emotions recognized by			Predictions			Learners’ responses
	MLP	SS-TRN	MS-TRN	First	Second	Third
1	Surprise	Happiness	Happy	Positive	Positive	Negative	Positive
2	Happiness	Surprise	Happy	Positive	Positive	Negative	Positive
3	Sad	Sad	Surprise	Negative	Negative	Negative	Negative
4	Happy	Surprise	Happy	Positive	Positive	Negative	Positive
5	Sad	Sad	Sad	Negative	Negative	Negative	Negative
6	Sad	Happy	Happiness	Positive	Negative	Negative	Positive
7	Happiness	Happy	Happy	Positive	Positive	Negative	Positive
8	Sad	Sad	Sad	Positive	Negative	Negative	Negative
9	Happy	Happiness	Surprise	Positive	Negative	Negative	Positive
10	Happy	Happy	Happy	Positive	Positive	Negative	Positive
11	Happiness	Happiness	Happy	Positive	Positive	Negative	Positive
12	Happy	Surprise	Sad	Negative	Negative	Negative	Positive
13	Sad	Sad	Sad	Negative	Negative	Negative	Negative
14	Happy	Happiness	Surprise	Positive	Negative	Negative	Positive
15	Surprise	Happy	Happiness	Positive	Negative	Negative	Positive
16	Sad	Happy	Happy	Positive	Negative	Negative	Positive
17	Sad	Happy	Happy	Positive	Negative	Negative	Positive
18	Happy	Happy	Happiness	Positive	Positive	Negative	Positive
19	Happiness	Surprise	Happy	Positive	Negative	Negative	Positive
20	Happy	Happy	Happiness	Positive	Negative	Negative	Positive