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Optimization and Recommendation System Design of Digital Resources for Civic and Political Education for College Students

Song Du

Song Du

Infrastructure Construction Department, Jiangsu Maritime InstituteNanjing, China
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Du, Song
  
25 set 2025
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Pubblicato online: 25 set 2025
Ricevuto: 12 gen 2025
Accettato: 30 apr 2025
DOI: https://doi.org/10.2478/amns-2025-1007
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© 2025 Song Du, published by Sciendo
This work is licensed under the Creative Commons Attribution 4.0 International License.

Figure 1.

Schematic diagram of data integration
Schematic diagram of data integration

Figure 2.

Hybrid recommendation algorithm▢
Hybrid recommendation algorithm▢

Figure 3.

Historical data curve
Historical data curve

Figure 4.

Different recommendation list length of video similarity results
Different recommendation list length of video similarity results

Figure 5.

Recommendations for resources for three different learners groups
Recommendations for resources for three different learners groups

Figure 6.

The algorithm recommended the accuracy of the results
The algorithm recommended the accuracy of the results

Figure 7.

The students’ adaptability to the recommended algorithm
The students’ adaptability to the recommended algorithm

Figure 8.

The difficulty of viewing and recommending the education video
The difficulty of viewing and recommending the education video

Learning resource classification

Data table English name Database source type ID
Documentation SourceType=6
Video SourceType=1
Audio frequency SourceType=3
Source code SourceType=5
Picture SourceType=2
Text SourceType=4
Lingua:
Inglese
Frequenza di pubblicazione:
1 volte all'anno
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Scienze biologiche, Scienze della vita, altro, Matematica, Matematica applicata, Matematica generale, Fisica, Fisica, altro
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