The Impact of Short Video Live Broadcast on the Sales of Sports Machinery and Equipment

IF 0.2 Q4 COMPUTER SCIENCE, INFORMATION SYSTEMS International Journal of e-Collaboration Pub Date : 2024-05-17 DOI:10.4018/ijec.344027
Chunyue Huang, Lichun Chen
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Abstract

This paper proposes a neural network model based on deep learning, which can better analyze the impact of short video live broadcast on sports machinery and equipment. Firstly, this paper proposes a U-Net-based convolutional neural network as the backbone network of this paper, which mainly realizes the impact of short video live broadcast on sales. Secondly, this paper proposes a dense residual module based on the Transformer lightweight module, which can effectively improve the global modeling ability of the network model and improve the prediction accuracy of the network model. Finally, through a large number of experiments, it is proved that the convolutional neural network based on U-Net proposed in this paper can be better used for the task of short video live broadcast for the sales of sports machinery and equipment, and achieves better prediction accuracy and reasoning speed.
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短视频直播对体育机械设备销售的影响
本文提出了一种基于深度学习的神经网络模型,可以较好地分析短视频直播对体育机械设备的影响。首先,本文提出基于 U-Net 的卷积神经网络作为本文的骨干网络,主要实现短视频直播对销售的影响。其次,本文在 Transformer 轻量级模块的基础上提出了密集残差模块,可以有效提高网络模型的全局建模能力,提高网络模型的预测精度。最后,通过大量实验证明,本文提出的基于 U-Net 的卷积神经网络可以较好地用于体育机械设备销售的短视频直播任务,并取得了较好的预测精度和推理速度。
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来源期刊
International Journal of e-Collaboration
International Journal of e-Collaboration COMPUTER SCIENCE, INFORMATION SYSTEMS-
CiteScore
1.90
自引率
5.90%
发文量
73
期刊介绍: The International Journal of e-Collaboration (IJeC) addresses the design and implementation of e-collaboration technologies, assesses its behavioral impact on individuals and groups, and presents theoretical considerations on links between the use of e-collaboration technologies and behavioral patterns. An innovative collection of the latest research findings, this journal covers significant topics such as Web-based chat tools, Web-based asynchronous conferencing tools, e-mail, listservs, collaborative writing tools, group decision support systems, teleconferencing suites, workflow automation systems, and document management technologies.
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