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基于深度学习的涉农平台商业模式推荐。

Recommendation of Business Models for Agriculture-Related Platforms Based on Deep Learning.

机构信息

School of Business, Hunan Agricultural University, Changsha 410128, China.

出版信息

Comput Intell Neurosci. 2022 Jul 11;2022:7330078. doi: 10.1155/2022/7330078. eCollection 2022.

Abstract

Agriculture is a basic and pillar industry. With the integration and development of Internet+, platform economy, and various industries, the business model of agriculture-related platforms is also constantly innovating. In this context, it is necessary to recommend suitable business models for different types of agriculture-related platforms. Based on the characteristics of agriculture-related platforms and various business models, this paper proposes a business model recommendation algorithm based on radial basis function neural network (RBFNN). This method trains the RBFNN model with the goal of maximizing the correlation between agricultural-related platforms and business models. In the application stage, for a specific agriculture-related platform, after inputting its characteristic parameters, a suitable business model can be recommended. In the experiment, the proposed method is tested and verified with relevant data, and the results show the effectiveness of the method.

摘要

农业是基础性和支柱性产业。随着互联网+、平台经济与各行业的融合发展,涉农平台的商业模式也在不断创新。在此背景下,需要为不同类型的涉农平台推荐合适的商业模式。本文基于涉农平台的特点和各种商业模式,提出了一种基于径向基函数神经网络(RBFNN)的商业模式推荐算法。该方法以最大化涉农平台与商业模式之间的相关性为目标来训练 RBFNN 模型。在应用阶段,对于特定的涉农平台,在输入其特征参数后,可推荐合适的商业模式。在实验中,使用相关数据对所提出的方法进行了测试和验证,结果表明该方法是有效的。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9028/9293501/522fe407b3a7/CIN2022-7330078.001.jpg

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本文引用的文献

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Social Collaborative Filtering by Trust.基于信任的社会协同过滤
IEEE Trans Pattern Anal Mach Intell. 2017 Aug;39(8):1633-1647. doi: 10.1109/TPAMI.2016.2605085. Epub 2016 Sep 1.
2
Why business models matter.商业模式为何重要。
Harv Bus Rev. 2002 May;80(5):86-92, 133.

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