Open Access

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

  
Sep 25, 2025

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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
Language:
English