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Research on the Optimization of Personalized Learning Paths and Teaching Practice Strategies of Deep Enhanced Learning for Dance Choreographers

  
26 set 2025
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Figure 1.

ALPRM diagram integrating domain knowledge features
ALPRM diagram integrating domain knowledge features

Figure 2.

The knowledge item check-in density before recommendation
The knowledge item check-in density before recommendation

Figure 3.

The knowledge item check-in density after recommendation
The knowledge item check-in density after recommendation

Figure 4.

The development trend of dance performance after recommendation
The development trend of dance performance after recommendation

Learner’s node traffic

Knowledge item Node traffic
Clicks Duration(seconds)
K1 103 41856
K2 97 28965
K3 106 39604
K4 471 299521
K5 434 253799
K6 240 217802
K7 366 342194
K8 584 344995
K9 317 208394
K10 281 120122

The learning path and personalized recommendation of similar user groups

Learning level Similar user groups Similar learning path TOPN-2
90-100 A1 K1,K3,K2,K4,K5,K6,K7,K8 K9(70%)
A2 K1,K2,K3,K5,K6,K4,K7,K8 K10(13%)
80-90 B1 K2,K4,K7,K6,K9,K10,K8 K3(71%)
B2 K2,K3,K4,K5,K7,K9 K6(80%) K8(45%)
70-80 C1 K5,K4,K6,K8,K9 K3(60%)
C2 K4,K6,K7,K10,K8 K2(50%) K3(65%)
60-70 D1 K5,K4,K10,K7 K2(55%) K3(35%) K9(60%)
D2 K6,K9,K10 K3(51%) K4(63%) K8(72%) K9(43%)

The performance of the students’ dance choreography skills

Items Class A Class B
Overall design 7.27 6.93
Material selection and design 6.88 6.45
Music selection 6.85 6.40
Structure design 6.60 5.79
Movement arrangement 6.48 5.88
Stage composition 6.82 6.38
Basic dance steps 6.64 6.19
Common dance poses 6.82 6.10
Basic techniques 6.79 6.26
Creation and performance 6.52 5.88
Mean 6.77 6.23

The result of paired sample t test

Items Pre-test Post-test P(sig.)
Overall design 6.81 7.09 0.264
Material selection and design 6.30 6.31 0.452
Music selection 6.75 6.33 0.276
Structure design 5.50 5.63 0.166
Movement arrangement 5.91 5.68 0.395
Stage composition 6.42 6.33 0.381
Basic dance steps 6.24 6.60 0.213
Common dance poses 5.76 6.21 0.460
Basic techniques 6.73 6.50 0.509
Creation and performance 5.90 6.02 0.275
Mean 6.232 6.27 0.541

Knowledge item mapping

Learning module Knowledge item Mapping
Topic selection Overall design K1
Material selection and design K2
Movement design Structure design K3
Movement arrangement K4
Stage presentation Music selection K5
Creation and performance K6
Stage composition K7
Movement foundation Basic techniques K8
Basic dance steps K9
Common dance poses K10

T test results of each item of the experimental class

Items Pre-test Post-test P(sig.)
Overall design 6.95 7.27 0.007
Material selection and design 6.23 6.88 0.000
Music selection 6.51 6.85 0.013
Structure design 5.91 6.60 0.000
Movement arrangement 5.97 6.48 0.000
Stage composition 6.41 6.82 0.001
Basic dance steps 6.38 6.64 0.000
Common dance poses 6.02 6.82 0.000
Basic techniques 5.92 6.79 0.000
Creation and performance 6.01 6.52 0.000

The misguidance control rate for personalized learning paths

Learning level Similar user groups Average misguidance control rate
90-100 A1 2.3
A2 1.1
80-90 B1 6.0
B2 6.9
70-80 C1 11.5
C2 11.7
60-70 D1 15.4
D2 16.7
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
Argomenti della rivista:
Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro