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The Impact of Individual Heterogeneity on Household Asset Choice: An Empirical Study Based on China Family Panel Studies 个体异质性对家庭资产选择的影响——基于中国家庭面板研究的实证研究
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0748
Luyi Shen, Zeyang Li
In China’s evolving market economy, household asset diversification and refinement have raised concerns about asset selection and rationalization for financial market development. Our research investigates the impact of individual heterogeneity factors, such as the “Big Three” personality traits and cognitive abilities, on household asset allocation behaviors, expanding upon the traditional focus on risky financial assets and the “Big Five” personality traits. We utilize data from the 2018 China Family Panel Studies and employ logistic and hurdle models to examine the breadth of household asset holdings. We utilize two-part models to explore the depth of household asset holdings. Our findings reveal the impact of different personality traits and cognitive abilities on the depth and breadth of different household assets. This study offers a more comprehensive understanding of household asset selection by considering various asset types and individual heterogeneity factors.
在中国不断发展的市场经济中,家庭资产多元化和精细化引起了对金融市场发展的资产选择和合理化的关注。我们的研究扩展了对风险金融资产和“五大”人格特征的传统关注,探讨了个体异质性因素(如“三大”人格特征和认知能力)对家庭资产配置行为的影响。我们利用2018年中国家庭面板研究的数据,并采用logistic和障碍模型来检验家庭资产持有的广度。我们利用两部分模型来探讨家庭资产持有的深度。我们的研究结果揭示了不同人格特质和认知能力对不同家庭资产的深度和广度的影响。本研究通过考虑各种资产类型和个体异质性因素,对家庭资产选择有了更全面的认识。
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引用次数: 0
Research on Active Disturbance Rejection Algorithm for Loading Control of 3-DOF Parallel Robot 三自由度并联机器人加载控制的自抗扰算法研究
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0923
Yu Liu, Yumeng Chen, Yu Gong, Guoxin Zhao
A three-dimensional (3D) loading device based on a pneumatic 3-universal-prismatic-universal (UPU) parallel manipulator (three chains with UPU joint each) is designed to apply time-varying multi-dimensional loads to a target. First, according to the principle of vector superposition and Newton–Raphson method, the inverse and forward kinematics of the loading device are analyzed. Second, based on the screw theory, the static mapping between the dynamic platform and actuations is derived. Third, a second-order mathematical model is established for pneumatic 3-UPU parallel mechanism based on proportional flow valve and a metal seal pneumatic cylinder. A referential inaccurate model is provided for the control algorithm during modeling. Fourth, based on active disturbance rejection control (ADRC) technique, a 3D loading control algorithm is proposed and dynamic loading control is realized. Experimental results show that the ADRC algorithm has good robustness against disturbances, the steady-state control accuracy is less than 2 N, and the mean square error in dynamic tracking (sinusoidal tracking at 0.2 Hz) is less than 10.5 N.
设计了一种基于气动3-universal- prismuniversal (UPU)并联机械手的三维加载装置(三条链各有UPU接头),用于对目标施加时变多维载荷。首先,根据矢量叠加原理和Newton-Raphson方法,分析了加载装置的运动学逆解和正解;其次,基于螺旋理论,推导了动平台与作动机构之间的静态映射关系。第三,建立了基于比例流量阀和金属密封气缸的气动3-UPU并联机构的二阶数学模型。在建模过程中为控制算法提供了一个可参考的不精确模型。第四,基于自抗扰控制(ADRC)技术,提出了一种三维加载控制算法,实现了动态加载控制。实验结果表明,该算法对扰动具有良好的鲁棒性,稳态控制精度小于2 N,动态跟踪(0.2 Hz正弦跟踪)均方误差小于10.5 N。
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引用次数: 0
Environmental Uncertainty and Idiosyncratic Risk: The Dual Role of Diversification Strategy 环境不确定性与特质风险:多元化战略的双重作用
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0866
Fengtao Hua, Rui Tang, Xin Leng
In response to escalating environmental uncertainty, corporate executives typically adjust their business strategy between diversification and refocusing. This study examines the effect of environmental uncertainty on idiosyncratic risk, as well as the moderating impact of diversification on this relationship. Utilizing a sample of companies listed on the Chinese stock market from 2005 to 2019, the results suggest that a significant positive correlation exists between uncertainty and idiosyncratic risk. As environmental uncertainty escalates, corporate managers increasingly opt for diversification before eventually refocusing their business strategy. Furthermore, while moderate diversification can mitigate the impact of uncertainty on idiosyncratic risk, excessive diversification intensifies this correlation. This research holds considerable significance for understanding the influence mechanism of idiosyncratic risk and ensuring the stability of the capital market.
为了应对不断升级的环境不确定性,企业高管通常会在多元化和重新聚焦之间调整企业战略。本研究考察了环境不确定性对特质风险的影响,以及多元化对这种关系的调节作用。利用2005 - 2019年中国上市公司的样本,结果表明不确定性与特质风险之间存在显著的正相关关系。随着环境不确定性的升级,企业管理者在最终重新调整业务战略之前,越来越多地选择多元化。此外,适度分散可以减轻不确定性对特质风险的影响,但过度分散会加剧这种相关性。本研究对于理解特质风险的影响机制,保障资本市场的稳定具有重要意义。
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引用次数: 0
Can Sleep Apnea Be Detected from Human Pulse Waveform with Laplace Noise? 用拉普拉斯噪声从人体脉搏波形中检测睡眠呼吸暂停吗?
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0942
Itaru Kaneko, Le Trieu Phong, Keita Emura, Emi Yuda
Differential privacy is a powerful technique that protects the privacy of individuals in a dataset by adding controlled randomness. With the increasing developments in smart sensors, the use of various biometric database is expanding. If privacy protections coexist with advanced use of the biometric database, wider utilization is expected. One of the promising approaches is to apply differential privacy to biometric information, which is attracting attention in use cases such as Google. By adding Laplace noise to biometric information, differential privacy can be added. Our aim is to focus on peak to peak interval of electrocardiogram. It is useful bio-information because it is possible to know not only heart disease but also various physical conditions such as exercise amount, activity amount, fatigue, sleep based on it. In this study, we demonstrated that differential privacy can be applied to obtain the sleep apnea index from PPIs with Laplace noise. The observed correlations were 0.96 to 0.99 for the corresponding PPIs with Laplace noise.
差分隐私是一种强大的技术,它通过添加受控随机性来保护数据集中个体的隐私。随着智能传感器的不断发展,各种生物特征数据库的应用也在不断扩大。如果隐私保护与生物特征数据库的先进使用共存,那么有望得到更广泛的应用。一种很有前景的方法是将差分隐私应用于生物特征信息,这在谷歌等用例中引起了人们的注意。通过在生物特征信息中加入拉普拉斯噪声,可以增加差分隐私。我们的目标是关注心电图的峰间间隔。它是有用的生物信息,因为它不仅可以了解心脏病,还可以了解运动量、活动量、疲劳程度、睡眠等各种身体状况。在这项研究中,我们证明了差分隐私可以应用于从具有拉普拉斯噪声的ppi中获得睡眠呼吸暂停指数。具有拉普拉斯噪声的ppi的相关系数为0.96 ~ 0.99。
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引用次数: 0
Three Fuzzy c-Shapes Clustering Algorithms for Series Data 序列数据的三种模糊c形聚类算法
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0976
Mizuki Fujita, Yuchi Kanzawa
Various fuzzy clustering algorithms have been proposed for vectorial data. However, most of these methods have not been applied to series data. This study presents three fuzzy clustering algorithms for series data based on shape-based distances. The first algorithm involves Shannon entropy regularization of the k-shape objective function. The second algorithm is similar to the revised Bezdek-type fuzzy c -means algorithm obtained by replacing the membership of the hard c -means objective function with its power. The third algorithm involves Tsallis entropy regularization of the objective function of the second algorithm. Theoretical observations revealed that the third algorithm is a generalization of the first and second algorithms, which was validated by numerical experiments. Furthermore, numerical experiments were performed using 11 benchmark datasets to demonstrate that the third algorithm outperforms the others in terms of accuracy.
针对向量数据,已经提出了各种模糊聚类算法。然而,这些方法大多尚未应用于序列数据。提出了三种基于形状距离的序列数据模糊聚类算法。第一种算法涉及k形目标函数的香农熵正则化。第二种算法类似于修正的bezdek型模糊c均值算法,将硬c均值目标函数的隶属度替换为其幂次。第三种算法对第二种算法的目标函数进行了Tsallis熵正则化。理论观察表明,第三种算法是第一种和第二种算法的推广,数值实验验证了这一点。此外,使用11个基准数据集进行了数值实验,以证明第三种算法在准确性方面优于其他算法。
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引用次数: 0
Human Motion Capture and Recognition Based on Sparse Inertial Sensor 基于稀疏惯性传感器的人体运动捕捉与识别
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0915
Huailiang Xia, Xiaoyan Zhao, Yan Chen, Tianyao Zhang, Yuguo Yin, Zhaohui Zhang
The field of human motion capture technology represents an emergent and multifaceted domain that encapsulates various disciplines, including but not limited to computer graphics, ergonomics, and communication technology. A distinct network platform within its domain has been established to ensure the reliability and stability of data transmission. Moreover, a sink node has been configured to facilitate sensor data reception through two distinct channels. Notably, the simplicity of the measurement system is directly proportional to the limited number of sensors used. This study focuses on accurately estimating uncertain human 3D movements via a sparse arrangement of wearable inertial sensors, utilizing only six sensors within the system. The methodology is based on a time series sequence throughout the motion process, wherein a series of discontinuous actions constitute the sequential motion. Deep learning methodologies, specifically recurrent neural networks, were employed to refine the regression parameters. Our approach integrated both historical and present sensor data to forecast future sensor data. These data were amalgamated into a superposed input vector, which was fed back into a shallow neural network to estimate human motion. Our experimental results demonstrate the viability of this approach: the six sensors could accurately replicate representative poses. This finding carries significant implications for advancing and applying wearable devices within the realm of motion capture, offering the potential for widespread adoption and implementation.
人体动作捕捉技术领域代表了一个新兴的、多方面的领域,它包含了各种学科,包括但不限于计算机图形学、人体工程学和通信技术。在其领域内建立了独特的网络平台,保证了数据传输的可靠性和稳定性。此外,还配置了一个汇聚节点,以便通过两个不同的通道接收传感器数据。值得注意的是,测量系统的简单性与使用的传感器数量有限成正比。本研究的重点是通过可穿戴惯性传感器的稀疏排列准确估计不确定的人体3D运动,仅利用系统内的六个传感器。该方法基于整个运动过程的时间序列序列,其中一系列不连续的动作构成了顺序运动。采用深度学习方法,特别是递归神经网络来优化回归参数。我们的方法集成了历史和现在的传感器数据来预测未来的传感器数据。这些数据被合并成一个叠加的输入向量,然后反馈到一个浅神经网络中来估计人体运动。我们的实验结果证明了这种方法的可行性:六个传感器可以准确地复制具有代表性的姿势。这一发现对于在动作捕捉领域推进和应用可穿戴设备具有重要意义,为广泛采用和实施提供了潜力。
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引用次数: 0
Does Increasing Public Service Expenditure Slow the Long-Term Economic Growth Rate?—Evidence from China 增加公共服务支出会减缓长期经济增长率吗?——来自中国的证据
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0761
Weize Xiao
Economic downturns have increased in recent years, and the impact of COVID-19 has slowed economic growth. The market’s overall pessimism led to a contraction in the government’s fiscal revenue. The Chinese economy has always relied on government investments. Local governments’ productive investments have directly contributed to capital formation, which has promoted rapid economic growth. With the increase in expenditure pressure and the tightening of income caliber, will the continuous growth of the proportion of public service expenditure affect the established growth goals and hinder the efficiency of economic growth? This study explains this based on a general equilibrium model containing two types of government expenditure and uses China’s 2010–2019 provincial panel data for the empirical analysis. The results show that, in the current economic situation, increasing the proportion of public service expenditure is conducive to further economic growth.
近年来,经济衰退有所加剧,COVID-19的影响减缓了经济增长。市场的整体悲观情绪导致了政府财政收入的收缩。中国经济一直依赖于政府投资。地方政府生产性投资直接促进了资本形成,促进了经济快速增长。在支出压力加大、收入口径收紧的情况下,公共服务支出占比的持续增长是否会影响既定的增长目标,阻碍经济增长的效率?本研究基于包含两类政府支出的一般均衡模型,并使用中国2010-2019年省级面板数据进行实证分析。研究结果表明,在当前经济形势下,提高公共服务支出比重有利于经济进一步增长。
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引用次数: 0
Prediction and Characteristic Analysis of Enterprise Digital Transformation Integrating XGBoost and SHAP 集成XGBoost与SHAP的企业数字化转型预测与特征分析
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0780
Dan Tang, Jiangying Wei
Objective: An interpretability model of enterprise digital transformation that integrates XGBoost and Shapley additive explanations (SHAP) is proposed to accurately identify the important factors that affect the digital transformation of enterprises and their mode of action, improve the digital capabilities and levels of enterprises, and prevent the risks of digital transformation of enterprises. Method: The annual report information of listed companies from 2009 to 2021 is used as the research object. First, the digital transformation index is constructed using the text mining method. Second, an enterprise digital transformation prediction model based on XGBoost is constructed and compared it with other mainstream algorithms, such as linear regression and random forest, to find a comprehensive optimal model. Finally, the SHAP interpretation framework is introduced to quantify and attribute the importance of each characteristic variable. Results: The results found that the XGBoost model outperformed the compared models in the mean absolute error and R 2 performance indicators. In addition, development capability, comprehensive capability, and solvency are important characteristics influencing the digital transformation of enterprises, and they differ in the way, direction, and strength of influence on the digital transformation of enterprises. Research value: This paper applies XGBoost integrated learning method to identify the factors of enterprise digital transformation, which enables enterprises to assess their digital transformation status, discover the key determinants of digital transformation, and adopt effective digital transformation modes for higher value.
目的:为准确识别影响企业数字化转型的重要因素及其作用方式,提高企业数字化能力和水平,防范企业数字化转型风险,提出XGBoost和Shapley加性解释(SHAP)相结合的企业数字化转型可解释性模型。方法:以2009 - 2021年上市公司年报信息为研究对象。首先,利用文本挖掘方法构建数字化转换索引;其次,构建基于XGBoost的企业数字化转型预测模型,并与其他主流算法如线性回归、随机森林等进行比较,寻找综合最优模型。最后,引入了SHAP解释框架,对每个特征变量的重要性进行量化和归属。结果:结果发现,XGBoost模型在平均绝对误差和r2性能指标上优于被比较模型。此外,发展能力、综合能力和偿付能力是影响企业数字化转型的重要特征,它们对企业数字化转型的影响方式、方向和力度不同。研究价值:本文运用XGBoost集成学习方法识别企业数字化转型的因素,使企业能够评估其数字化转型状况,发现数字化转型的关键决定因素,并采取有效的数字化转型模式以获得更高的价值。
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引用次数: 0
Industrial Chain Map and Linkage Network Characteristics of Digital Economy 数字经济的产业链图与联动网络特征
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0739
Yanwu Chen, Haiming Ding, Jun Ma
The development of the digital economy in the modern era significantly embodies a country’s comprehensive strength. This paper uses the data from China’s 2012 and 2017 input-output tables to analyze the linkage structure between the digital economy industry and other industries using the average propagation length model and social network analysis. The Weaver–Thomas model was used to obtain the industrial linkage matrix and network characteristics. An industrial chain map of the digital economy was depicted as the core. This paper is of practical significance in depicting the industrial chain structure and network characteristics, understanding the position of digital economy industry in the economic system and promoting the integrated development of the digital economy and traditional manufacturing industries, which allows them to incorporate the new generation of technology and industrial transformation with the digital technology as the core to promote their transformation and upgrading.
现代数字经济的发展是一个国家综合实力的重要体现。本文利用2012年和2017年中国投入产出表的数据,运用平均传播长度模型和社会网络分析法,分析了数字经济产业与其他产业之间的联动结构。采用Weaver-Thomas模型得到了产业联动矩阵和网络特征。以数字经济产业链图为核心。本文对于刻画产业链结构和网络特征,认识数字经济产业在经济体系中的地位,促进数字经济与传统制造业的融合发展,使其以数字技术为核心,融入新一代技术和产业转型,促进转型升级具有现实意义。
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引用次数: 0
Novel Concepts on Domination in Neutrosophic Incidence Graphs with Some Applications 中性粒细胞关联图中控制的新概念及其应用
Q4 COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE Pub Date : 2023-09-20 DOI: 10.20965/jaciii.2023.p0837
Siti Nurul Fitriah Mohamad, Roslan Hasni, Florentin Smarandache
In graph theory, the concept of domination is essential in a variety of domains. It has broad applications in diverse fields such as coding theory, computer network models, and school bus routing and facility location problems. If a fuzzy graph fails to obtain acceptable results, neutrosophic sets and neutrosophic graphs can be used to model uncertainty correlated with indeterminate and inconsistent information in arbitrary real-world scenario. In this study, we consider the concept of domination as it relates to single-valued neutrosophic incidence graphs (SVNIGs). Given the importance of domination and its utilization in numerous fields, we propose the application of dominating sets in SVNIG with valid edges. We present some relevant definitions such as those of valid edges, cardinality, and isolated vertices in SVNIG along with some examples. Furthermore, we also show a few significant sets connected to the dominating set in an SVNIG such as independent and irredundant sets. We also investigate a relationship between the concepts of dominating sets and domination numbers as well as irredundant and independence sets in SVNIGs. Finally, a real-life deployment of domination in SVNIGs is investigated in relation to COVID-19 vaccination locations as a practical application.
在图论中,支配的概念在许多领域都是必不可少的。它在编码理论、计算机网络模型、校车路线和设施选址问题等各个领域都有广泛的应用。如果模糊图不能获得可接受的结果,中性集和中性图可以用来模拟任意现实场景中与不确定和不一致信息相关的不确定性。在本研究中,我们考虑支配的概念,因为它与单值嗜中性粒细胞发生率图(SVNIGs)有关。鉴于支配集的重要性及其在许多领域的应用,我们提出了支配集在具有有效边的SVNIG中的应用。我们给出了SVNIG中有效边、基数和孤立顶点的相关定义,并给出了一些示例。此外,我们还展示了一些与svig中的支配集相连的重要集,如独立集和非冗余集。我们还研究了svnig中支配集和支配数以及无冗余集和独立集的概念之间的关系。最后,作为实际应用,研究了与COVID-19疫苗接种地点相关的SVNIGs中的实际支配部署。
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引用次数: 0
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Journal of Advanced Computational Intelligence and Intelligent Informatics
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