Digital-Media-Based Interaction and Dissemination of Traditional Culture Integrating Using Social Media Data Analytics

Abstract

This paper adopts the approach of the Internet fusion digital media to conduct in-depth research and analysis on the interaction and communication of traditional culture. This structural information can be used to express and describe the Internet requirements. With the increasing demand for the Internet applications, the number of objects in the network and the complexity of the structure are also growing, so we can design suitable clustering algorithms to obtain more reasonable network structure information by using different semantic information in the heterogeneous information network. Firstly, the caching scheme is transformed into a backpack problem, and the storage scheme is obtained recursively by using dynamic programming, after which the computational task is optimized based on this storage scheme by using the whale algorithm to make it the least costly. The exact balance between the connotation essence of traditional culture and the emotional resonance in modern life has not yet been found, and the visual language belonging to cultural aesthetics under the combination of traditional and modern aesthetics needs to be explored for a long time. From an objective point of view, the digital art communication of cultural elements still suffers from five problems: lack of communication cultivation and stratification of target audiences, low quality of transcription of digital artworks, unbalanced economic and cultural values, uneven development of digital art communication forms, and low degree of Internet adaptation. A ranking algorithm based on fusing multiple meta-paths is proposed to better reflect the ranking values of different object distributions of the Internet data in heterogeneous information networks, which can obtain better clustering, while better clustering can be calculated to obtain more reasonable rankings, and finally, the types of the Internet-oriented applications are divided into multiple reasonable clusters. The effects of selecting different meta-paths on the clustering algorithm and the effects of fused meta-paths versus single meta-paths on the clustering results are given in the experimental results section. Also compared with other clustering algorithms, the I-RankClus algorithm can better achieve the data clustering classification for the Internet application scenarios.

Communication and Influence of Traditional Culture Based on Social Network Analysis

“…In 2022, Hong, N., [13] presented Utilizing Social Media Data Analytics to Integrate Traditional Culture Through Digital Media Interaction and Dissemination. This approach sheds light on network structures and allows for optimization through whale algorithms.…”

“…Imagine, for instance, the limitations of analyzing a conversation about a traditional festival without knowing if it originates from a youth-oriented group celebrating the event or a community of elders concerned about its preservation. Such a lack of context severely restricts the insights gleaned from the analysis [11][12][13][14][15]. To address these shortcomings and gain deeper insights, a more sophisticated approach is needed.…”

“…Then BWpOA incorporates a mechanism to prevent being trapped in local optima. Like the exploration phase, if no improvement is observed for a specified number of iterations, a mutation introduced, as defined in equation(13).…”

Study on the Innovative Development of Digital Media Art in the Context of Artificial Intelligence

“…e art of combining digital and multimedia refers to the synthesis of digital image processing technology, information and communication technology, art design, and other disciplines. Unlike traditional art, the art of combining digital and multimedia is widely used and developed in other fields through media communication with its own unique characteristics of integration, virtualization, and intersectionality [12][13][14]. e art of combining digital and multimedia has diversified forms of expression, and it changes people's aesthetic pursuit of art with its unique creation concept, influencing the direction of art modernity development.…”

“…e world has entered the era of digital development, and the fusion of artificial intelligence technology and the art of combining digital and multimedia is rapidly reconstructing and overturning people's perceptions of the art and design field, and new means of design and artistic expression have been created. According to the "2017 Emerging Technology Maturity Curve Report" released by a U.S. consulting firm, artificial intelligence technology had a share of over 50% of the 33 new technologies at that time [9][10][11][12]. In these subsequent years, AI technology has achieved a comprehensive and widespread application.…”