The construction of urban cultural and creative industries using deep learning and information management.

Autor:	Zhao Z; Yonsei University, Seoul, 03722, South Korea.; The Catholic University of Korea, Bucheon-si, 14662, South Korea.; University of Zaragoza, Zaragoza, 50009, Spain.; Lyceum of the Philippines University- Batangas, Batangas City, 4200, Philippines.; University of Chinese Academy of Social Sciences, Beijing, 102488, China.; University of San Miguel, Culiacán, 80020, Mexico.; The International Institute of Computing and Societal Education University, Wilmington, DE, 19899, USA., Garcia-Campayo J; University of Zaragoza, Zaragoza, 50009, Spain., Liang J; University of Zaragoza, Zaragoza, 50009, Spain., Pu R; Faculty of Economics, Srinakharinwirot University, Bangkok, 10110, Thailand., Perez HM; Republic of the Philippines Professional Regulation Commission, Manila, 1008, Philippines., Xue X; Sichuan University of Media and Communications, Chengdu, 611745, China., Borao L; University of Zaragoza, Zaragoza, 50009, Spain., Li H; Fudan University, Shanghai, 200433, China., Masanda AB; National University Philippines, Baliwag, Bulacan, 3006, Philippines., Chen J; Lyceum of the Philippines University- Batangas, Batangas City, 4200, Philippines.; Xiamen Institute of Technology, Xiamen, 361021, China., Portugal LM; Lyceum of the Philippines University- Batangas, Batangas City, 4200, Philippines., Aganan JB; University of Santo Tomas, España Manila, 1008, Philippines.
Jazyk:	angličtina
Zdroj:	Heliyon [Heliyon] 2024 Jun 27; Vol. 10 (13), pp. e33787. Date of Electronic Publication: 2024 Jun 27 (Print Publication: 2024).
DOI:	10.1016/j.heliyon.2024.e33787
Abstrakt:	The ongoing transition within the Chinese economy assumes a pivotal role in shaping the landscape of the cultural and creative industries (CCI). Renowned for its environmentally sustainable attributes, coupled with high productivity, CCI has garnered considerable attention across diverse societal strata. This study endeavors to delineate the determinants influencing the developmental trajectory of CCI, with a focal point on City A as the primary subject of investigation, juxtaposed against Cities G, D, B, H, and X for comparative analysis, leveraging developmental data from the year 2021. Initially, the study elucidates the conceptual framework underpinning CCI and its intrinsic significance in facilitating urban metamorphosis. Subsequently, the positive impact of CCI through deep learning and information management technology is emphasized, and a cultural and creative recommendation model based on LSTM algorithm is constructed. Through performance evaluation, the recommendation accuracy for cultural and creative projects reaches 94.74 %. A robust developmental assessment model for CCI is then constructed via meticulous factor analysis of pertinent influencers. Employing factor analysis techniques, the study identifies two primary determinants exerting sway over CCI development: sustainable profitability factors and cultural influence factors. Noteworthy among the factors influencing CCI development within City A are fixed asset investment, cultural industry financing, the proliferation of university-based research institutions, and per capita cultural expenditure by residents. Of these, fixed asset investment, cultural industry financing, and the density of university research institutions prominently impinge upon sustainable profitability, with a discernible impact weight of 0.738 in the evaluative framework of CCI development, thus significantly shaping its trajectory. Moreover, consumer psychological factors, particularly market consumption patterns, are observed to exert a discernible influence on CCI evolution. This study augurs fresh insights into the realm of CCI development, infusing it with renewed vigor and vitality. Moreover, it underscores the inherent interdependence and positive correlation among the various research factors, offering novel perspectives and methodologies germane to the advancement of urban CCI. Competing Interests: The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. (© 2024 The Authors.)
Databáze:	MEDLINE
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