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人工智能辅助构建现代企业高质量发展的定量模型。

Artificial Intelligence Assists the Construction of Quantitative Model for the High-Quality Development of Modern Enterprises.

机构信息

Tongda College of Nanjing University of Posts and Telecommunications, Jiangsu 225127, China.

The Department of Industrial Engineering, International Ataturk Alatoo University, Bishkek, Kyrgyzstan.

出版信息

Comput Math Methods Med. 2021 Nov 25;2021:7211790. doi: 10.1155/2021/7211790. eCollection 2021.

Abstract

Artificial intelligence companies are different from traditional labor-intensive and capital-intensive companies in that their core competitiveness lies in technology, knowledge, and manpower. Enterprises show the characteristics of a high proportion of intangible assets, strong profitability, and rapid growth. At the same time, there are also the characteristics of high risk and high uncertainty. In addition to the existing value brought by existing profitability, corporate value should also consider the potential value brought by potential profitability. Enterprise value is affected by many factors such as profitability, growth ability, innovation ability, and external environment. Traditional valuation techniques are often utilised to value artificial intelligence businesses in the present market. Traditional valuation methods ignore the dynamics and uncertainties of artificial intelligence enterprise value evaluation, make static and single predictions of future earnings, ignore the value of enterprise management flexibility, and are unable to assess the intrinsic value of artificial intelligence businesses. Based on the projection pursuit method, this paper constructs a modern high-quality development enterprise high-quality development evaluation model, uses real-code accelerated genetic algorithm to optimize the projection objective function, and calculates the best projection direction vector and projection value. The collected sample data can be imported into the evaluation model to calculate the comprehensive evaluation value of the high-quality development of modern high-quality development enterprises and the weights of various indicators included. By comparing the size of the comprehensive evaluation value, each sample can be calculated Evaluation of the level of high-quality development. The results show that the high-quality development level of China's overall economy is on the rise, but the level of development is still low, and there is a large gap between the development level of the eastern region and the central and western regions. Using the systematic generalized moment estimation method, empirically, we analyse the impact of artificial intelligence on the high-quality economic development. The results show that artificial intelligence at the national level and in the central and western regions will significantly promote high-quality economic development, while artificial intelligence in the eastern region has a significant inhibitory effect on high-quality economic development.

摘要

人工智能企业与传统的劳动密集型和资本密集型企业不同,其核心竞争力在于技术、知识和人力。企业表现出无形资产比例高、盈利能力强、增长迅速的特点。同时,也存在高风险和高不确定性的特点。除了现有盈利能力带来的现有价值外,企业价值还应考虑潜在盈利能力带来的潜在价值。企业价值受到盈利能力、增长能力、创新能力和外部环境等多种因素的影响。在当前市场中,通常采用传统的估值技术对人工智能企业进行估值。传统的估值方法忽略了人工智能企业价值评估的动态性和不确定性,对未来收益进行静态和单一的预测,忽略了企业管理灵活性的价值,无法评估人工智能企业的内在价值。本文基于投影寻踪方法,构建了现代高质量发展企业高质量发展评价模型,采用实数加速遗传算法对投影目标函数进行优化,计算最佳投影方向向量和投影值。收集的样本数据可以导入评价模型,计算现代高质量发展企业高质量发展的综合评价值和包含的各个指标的权重。通过比较综合评价值的大小,可以计算每个样本的综合评价水平。结果表明,中国整体经济的高质量发展水平呈上升趋势,但发展水平仍较低,东部地区与中、西部地区发展水平差距较大。利用系统广义矩估计方法,实证分析了人工智能对高质量经济发展的影响。结果表明,全国层面和中西部地区的人工智能将显著促进高质量经济发展,而东部地区的人工智能对高质量经济发展具有显著的抑制作用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/2c1d/8639248/a130686d9dce/CMMM2021-7211790.001.jpg

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