Research on the effect of animation IP dissemination based on social network analysis
This paper constructs a GCN-based animation IP propagation algorithm based on social network analysis. Through the analysis of social network influence, a topology-based social network influence model is constructed. Combined with the ranking algorithm, the influence size of animation IP nodes is ju...
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| Format: | Article |
| Language: | English |
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Sciendo
2024-01-01
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| Series: | Applied Mathematics and Nonlinear Sciences |
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| Online Access: | https://doi.org/10.2478/amns.2023.2.00691 |
| _version_ | 1797340686884798464 |
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| author | Zheng Jie |
| author_facet | Zheng Jie |
| author_sort | Zheng Jie |
| collection | DOAJ |
| description | This paper constructs a GCN-based animation IP propagation algorithm based on social network analysis. Through the analysis of social network influence, a topology-based social network influence model is constructed. Combined with the ranking algorithm, the influence size of animation IP nodes is judged. The LDA model was used to construct a huge document set with the character IPs in the animation as documents. The clustering algorithm is used to classify the propagation effect of animation IP nodes, and the interval of animation IP propagation maximization is found by combining the submodular function maximization. The feature extraction of animation IP propagation effect maximization is performed by graph convolutional neural network. Evaluation indexes are constructed to assess the spreading ability of animation IP under social networks. The results show that the spreading power of animation IP with negative celebrity endorsement is −0.1, and the spreading effect of animation IP with positive communication content is 0.6. |
| first_indexed | 2024-03-08T10:06:49Z |
| format | Article |
| id | doaj.art-78355a6ce53441e4a6720a332481fd50 |
| institution | Directory Open Access Journal |
| issn | 2444-8656 |
| language | English |
| last_indexed | 2024-03-08T10:06:49Z |
| publishDate | 2024-01-01 |
| publisher | Sciendo |
| record_format | Article |
| series | Applied Mathematics and Nonlinear Sciences |
| spelling | doaj.art-78355a6ce53441e4a6720a332481fd502024-01-29T08:52:35ZengSciendoApplied Mathematics and Nonlinear Sciences2444-86562024-01-019110.2478/amns.2023.2.00691Research on the effect of animation IP dissemination based on social network analysisZheng Jie01Art School of Jiangsu University, Zhenjiang, Jiangsu, 212013, China.This paper constructs a GCN-based animation IP propagation algorithm based on social network analysis. Through the analysis of social network influence, a topology-based social network influence model is constructed. Combined with the ranking algorithm, the influence size of animation IP nodes is judged. The LDA model was used to construct a huge document set with the character IPs in the animation as documents. The clustering algorithm is used to classify the propagation effect of animation IP nodes, and the interval of animation IP propagation maximization is found by combining the submodular function maximization. The feature extraction of animation IP propagation effect maximization is performed by graph convolutional neural network. Evaluation indexes are constructed to assess the spreading ability of animation IP under social networks. The results show that the spreading power of animation IP with negative celebrity endorsement is −0.1, and the spreading effect of animation IP with positive communication content is 0.6.https://doi.org/10.2478/amns.2023.2.00691gcnsocial network analysisranking algorithmtopologyanimation ip68t05 |
| spellingShingle | Zheng Jie Research on the effect of animation IP dissemination based on social network analysis Applied Mathematics and Nonlinear Sciences gcn social network analysis ranking algorithm topology animation ip 68t05 |
| title | Research on the effect of animation IP dissemination based on social network analysis |
| title_full | Research on the effect of animation IP dissemination based on social network analysis |
| title_fullStr | Research on the effect of animation IP dissemination based on social network analysis |
| title_full_unstemmed | Research on the effect of animation IP dissemination based on social network analysis |
| title_short | Research on the effect of animation IP dissemination based on social network analysis |
| title_sort | research on the effect of animation ip dissemination based on social network analysis |
| topic | gcn social network analysis ranking algorithm topology animation ip 68t05 |
| url | https://doi.org/10.2478/amns.2023.2.00691 |
| work_keys_str_mv | AT zhengjie researchontheeffectofanimationipdisseminationbasedonsocialnetworkanalysis |