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DXVNet-ViT-Huge (JFT) Multimode Classification Network Based on Vision Transformer 基于视觉变压器的DXVNet-ViT-Huge (JFT)多模分类网络
Pub Date : 2023-05-23 DOI: 10.22158/jetr.v4n1p59
Haoran Li, Daiwei Li, Haiqing Zhang, Xincheng Luo, Lan Xu, Lulu Qu
Aiming at the problem that traditional CNN network is not good at extracting global features of images, Based on DXVNet network, Conditional Random Fields (CRF) component and pre-trained ViT-Huge (Vision Transformer) are adopted in this paper Transformer model expands and builds a brand new DXVNet-ViT-Huge (JFT) network. CRF component can help the network learn the constraint conditions of each word corresponding prediction label, improve the D-GRU method based word label prediction errors, and improve the accuracy of sequence annotation. The Transformer architecture of the ViT (Huge) model can extract the global feature information of the image, while CNN is better at extracting the local features of the image. Therefore, the ViT (Huge) Huge pre-training model and CNN pre-training model adopt the multi-modal feature fusion technology. Two complementary image feature information is fused by Bi-GRU to improve the performance of network classification. The experimental results show that the newly constructed Dxvnet-Vit-Huge (JFT) model achieves good performance, and the F1 values in the two real public data sets are 6.03% and 7.11% higher than the original DXVNet model, respectively.
针对传统CNN网络不擅长提取图像全局特征的问题,本文在dxnet网络的基础上,采用条件随机场(CRF)分量和预训练的视觉变形器(Vision Transformer),对Transformer模型进行扩展,构建了全新的dxnet -ViT-Huge (JFT)网络。CRF组件可以帮助网络学习每个单词对应的预测标签的约束条件,改善基于D-GRU方法的单词标签预测误差,提高序列标注的准确性。ViT (Huge)模型的Transformer架构可以提取图像的全局特征信息,而CNN更擅长提取图像的局部特征。因此,ViT (Huge) Huge预训练模型和CNN预训练模型采用多模态特征融合技术。Bi-GRU融合了两个互补的图像特征信息,提高了网络分类的性能。实验结果表明,新构建的DXVNet - vitt - huge (JFT)模型取得了较好的性能,在两个真实公开数据集上的F1值分别比原DXVNet模型高6.03%和7.11%。
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引用次数: 0
Keynes’s Theory, Based on an Imprecise, Interval Valued Approach to Probability, Rejected Ramsey’s Emphasis on the Importance of the Use of Mathematical Expectations in Decision Theory 凯恩斯的理论基于一种不精确的区间值概率方法,否定了拉姆齐强调在决策理论中使用数学期望的重要性
Pub Date : 2023-02-24 DOI: 10.22158/jetr.v4n1p46
M. E. Brady
Keynes spent chapter 12 of the General Theory emphasizing two major points that were extremely important in long run decision making, confidence and expectations. Keynes saw that the technical analysis of the role of confidence in decision making had been overlooked in economics. Keynes corrected this lacuna in the General Theory. Confidence was defined as a function of Keynes’s evidential weight of the argument, V, where V=V (a/h) =w,0?w?1,just as the term “very uncertain”, used three times on p.148 of the General Theory, was defined as a function of a slight amount of information, a definition that is identical to Keynes’s definition of “very uncertain” on p.310 of his A Treatise on Probability. w equaled the degree of the completeness of the relevant information upon which the probabilities were based. Keynes’s definition of V can be found on p.315 of his A Treatise on Probability in chapter 26, titled “The application of probability to conduct”. His discussion of the completeness of the evidence can be found on pp.313-315.The second major point was Keynes’s completely overlooked discussion of the reasonable calculation of probabilities, based on approximate and inexact measures like interval valued probability and his decision weight, c, which he called a conventional coefficient of weight and risk, c, versus the unreasonable calculation of probabilities based on strict or exact mathematical expectations calculations as advocated by Frank Ramsey. The heart of Ramsey’s theory is a reliance on betting quotients and mathematical expectations based on precise probability.
凯恩斯在《通论》的第12章强调了在长期决策中极其重要的两点,信心和预期。凯恩斯认为,对信心在决策中的作用的技术分析在经济学中被忽视了。凯恩斯在《通论》中纠正了这一缺陷。信心被定义为凯恩斯论证的证据权重V的函数,其中V=V (a/h) =w,0?1,正如“非常不确定”一词,在《通论》第148页出现了三次,被定义为少量信息的函数,这一定义与凯恩斯在《概率论》第310页中对“非常不确定”的定义相同。W等于概率所依据的相关信息的完备程度。凯恩斯对V的定义可以在他的《概率论》第26章315页找到,标题为“概率对行为的应用”。他对证据完整性的讨论可以在第313-315页找到。第二个要点是凯恩斯完全被忽视的关于合理计算概率的讨论,这种合理计算基于近似和不精确的度量,如区间值概率和他的决策权重c,他称之为传统的权重和风险系数c,而不合理的概率计算则基于弗兰克·拉姆齐(Frank Ramsey)所提倡的严格或精确的数学期望计算。拉姆齐理论的核心是对下注商和基于精确概率的数学期望的依赖。
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引用次数: 0
Simulation of Bitcoin in Dollarized Economies 美元化经济中比特币的模拟
Pub Date : 2023-01-09 DOI: 10.22158/jetr.v4n1p41
J. Salim
The objective is to study how bitcoin should be used in dollarized economies and how bitcoin is distributed to people according to their life deeds. The bitcoin contradicts all the Keynesian Economic Theory whereas bitcoin increases, its prices increase too, and this is different from the normal theory. How and why bitcoin has been built and the new universal technological techniques behind bitcoin.
其目的是研究在美元化的经济中如何使用比特币,以及如何根据人们的生活行为将比特币分配给人们。比特币与所有的凯恩斯经济理论相矛盾,而比特币的价格也会上涨,这与正常的理论不同。比特币是如何建立的,为什么建立的,以及比特币背后的新的通用技术。
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引用次数: 0
Influence of Internal Business Environment on the Growth of Microfinance Institutions in Rwanda (Case Study Musanze District) 内部商业环境对卢旺达小额信贷机构成长的影响(以Musanze地区为例)
Pub Date : 2022-12-31 DOI: 10.22158/jetr.v4n1p23
Happiness Ayoub, Daniel Twesige
The objectives of this study is to examine the influence of internal business environment on the growth of microfinance institutions in Musanze district particularly the three internal factors employee satisfaction internal controls and technologies. This objectives aims to get the results that will invite MFIs to change their mind and adopt new technologies, ensuring good internal controls as well as satisfying their employees so that they can get more profits. The objectives also aim to link employee satisfaction internal controls and technology on the growth of Microfinance institutions in the country which have been left back in the market industry. Probability sampling method was used whereby Stratified sampling technique was applied. Data were collected from 121 employees of 18 microfinance institutions; a researcher used quantitative method for data collection whereby questionnaire instrument of data collection was applied. Descriptive and inferential statistics were used for data analysis. Multinomial regression model and SPSS 24 SOFTWARE were also used for Data analysis. The Findings of the study indicates that there is a significant relationship and positive contribution of Employee satisfaction and technology on the growth of Microfinance institutions. This study recommends that Microfinance institutions should ensure that, they adopt technologies, good internal controls and satisfying their workers to ensure the daily MFIs tasks are well achieved.
本研究的目的是考察内部商业环境对木桑则地区小额信贷机构成长的影响,特别是员工满意度、内部控制和技术三个内部因素。这个目标的目的是得到的结果,将邀请小额信贷机构改变他们的想法,采用新技术,确保良好的内部控制,以及满足他们的员工,使他们能够获得更多的利润。这些目标还旨在将雇员满意度、内部控制和技术与该国小额信贷机构的增长联系起来,这些机构已落后于市场行业。采用概率抽样方法,采用分层抽样技术。数据收集自18家小额信贷机构的121名员工;研究者采用定量的方法收集数据,采用问卷调查的数据收集工具。采用描述性统计和推断性统计进行数据分析。采用多项回归模型和SPSS 24软件进行数据分析。研究结果表明,员工满意度和技术对小额信贷机构的成长存在显著的关系和正向贡献。本研究建议小额信贷机构应确保采用技术,良好的内部控制和满足其员工,以确保小额信贷机构的日常任务得到很好的完成。
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引用次数: 0
Relationship between Fuel Price Volatility with Earnings Management in African Airlines: The Perspective of Real Activities Earnings Management 非洲航空公司燃油价格波动与盈余管理的关系:真实活动盈余管理的视角
Pub Date : 2022-12-26 DOI: 10.22158/jetr.v3n4p67
Zhenjia Liu
This study examines data from the COMPUSTAT database, and annual reports for the period from 2002Q1 to 2018O4 in African Airlines. The results show that fuel price volatility positively influenced real earnings management such as cash flow from operations and discretionary expenditures. In addition, fuel price volatility also positively to real earnings management such as product costs (but this variable is non-significant).
本研究检查了COMPUSTAT数据库中的数据,以及非洲航空公司2002年第一季度至2018年第四季度的年度报告。结果表明,燃料价格波动对实际盈余管理(如运营现金流和可自由支配支出)产生了积极影响。此外,燃料价格波动对产品成本等实际盈余管理也有正向影响(但该变量不显著)。
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引用次数: 0
A New Automobile Product Development Design Model: Using a Dual Corporate Engineering Strategy 一种新的汽车产品开发设计模型:基于双重企业工程策略
Pub Date : 2022-12-26 DOI: 10.22158/jetr.v4n1p1
K. Amasaka
This study describes a “New Automobile Product Development Design Model” (NA-PDDM) using a “Dual Corporate Engineering Strategy” for the innovation of automobile product engineering fundamental. Specifically, NA-PDDM contains both of the “Exterior design engineering strategy” and “Driving performance design engineering strategy” by using “Customer Science Principle” (CSP). Concretely, the foundation of NA-PDDM consists of the “Automobile Exterior Design Model with 3 Core Methods” (AEDM-3CM), “Automobile Optimal Product Development Design Model” (AOP-DDM) and “CSP-Customer Information Analysis and Navigation System” (CSP-CIANS). The validity of NA-PPMM is then verified through the actual applications to automobile product development design in Toyota and others.
本研究以“双企业工程策略”为基础,提出一种“汽车新产品开发设计模型”(NA-PDDM)。具体而言,NA-PDDM采用“客户科学原则”(CSP),包含了“外观设计工程策略”和“驾驶性能设计工程策略”。具体而言,NA-PDDM的基础包括“3核心方法汽车外观设计模型”(AEDM-3CM)、“汽车最优产品开发设计模型”(AOP-DDM)和“csp -客户信息分析与导航系统”(csp -)。通过在丰田等汽车产品开发设计中的实际应用,验证了NA-PPMM的有效性。
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引用次数: 0
Designing and Explaining the Structural Model of Financial Agility of the Supply Chain Process of Commercial Companies in Iran with a Combined Approach 伊朗商业公司供应链过程财务敏捷性结构模型的设计与解释
Pub Date : 2022-11-13 DOI: 10.22158/jetr.v3n4p47
Reza Khalilzade, P. Saeidi
The population of participants in this study included academic and industry experts that the number of samples was selected based on the method of snowball sampling to people. In data analysis, first, codes and components of financial agility were extracted from the interviews and developed in the form of a conceptual data model of the foundation. The central category was financial agility, which was presented in 3 dimensions, as well as causal, contextual, intervening conditions, strategies and results, and the final model was presented. Then, using Delphi analysis method, design questionnaire and initial model were presented by experts in correction, approval and financial streamlining model of supply chain process of commercial companies in Iran. Second-order factor analysis and Structural Equation Modeling (SEM) have been used. In general, the research findings of this section also showed that there is a significant relationship between causal conditions and the central category. the results of this study, the main categories of the developed model include intra-organizational, technological and human factors of financial agility of the supply chain process of commercial companies in Iran, based on which the expected consequences of the financial agility model can be achieved.
本研究的参与者人群包括学术界和行业专家,样本数量是根据滚雪球抽样的方法选择的。在数据分析中,首先,从访谈中提取财务敏捷性的代码和组成部分,并以基础概念数据模型的形式进行开发。中心类别为财务敏捷性,在因果、情境、干预条件、策略和结果三个维度上呈现,并给出最终模型。然后,采用德尔菲分析法,由专家对伊朗商业公司供应链流程的修正、审批和财务精简模型进行设计问卷和初始模型。采用二阶因子分析和结构方程模型(SEM)。总体而言,本节的研究结果也表明,因果条件与中心范畴之间存在显著的关系。根据本研究的结果,所开发的模型的主要类别包括伊朗商业公司供应链流程的财务敏捷性的组织内因素、技术因素和人为因素,基于这些因素可以实现财务敏捷性模型的预期结果。
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引用次数: 0
Sustainability Practices and Supply Chain Resilience in the Development of a Circular Economy: A Study of Nigeria 循环经济发展中的可持续性实践与供应链弹性:以尼日利亚为例
Pub Date : 2022-11-10 DOI: 10.22158/jetr.v3n4p30
Usman Abbas, S. Hassan, Nuraddeen M. Usman
Sustainable Supply Chain Management has become an essential portion of business strategy for almost all sectors. However, not so much is understood about the wider effects of sustainability practices on the ability of the SC to endure disruptions. The aim of this study was therefore to scrutinize the effect of sustainability practices on supply chain resilience in the development of a circular economy in Nigeria. This study was steered within the horizon of qualitative method with a philosophical research paradigm of constructivism. The study used twenty-one (21) Consumer Goods Firm in Nigeria as population and sample. Primary data was explored using key informant interview. Thematic analysis was used to analyze the data collected. The study reveals that sustainability practices contribute to supply chain resilience in the development of a circular economy. The research concluded that, cradle to cradle practice, environmental sustainability, economic sustainability, and social sustainability play a major role in ensuring resiliency of consumer goods firms’ supply chains especially in developing a circular economy. The outcome of this research is expected to lead to the development of a circular economy in Nigeria. The study will be of significance to Nigerian government, consumer goods companies, practitioners, regulatory bodies, and researchers.
可持续供应链管理已经成为几乎所有行业商业战略的重要组成部分。然而,对于可持续实践对SC承受中断能力的更广泛影响,人们了解的并不多。因此,本研究的目的是仔细审查可持续性实践对尼日利亚循环经济发展中供应链弹性的影响。本研究以建构主义的哲学研究范式为指导,在定性方法的视域内进行。该研究使用21(21)消费品公司在尼日利亚的人口和样本。主要数据是通过关键信息者访谈来探索的。采用专题分析法对收集到的数据进行分析。研究表明,可持续发展实践有助于循环经济发展中的供应链弹性。研究得出结论,从摇篮到摇篮的实践、环境可持续性、经济可持续性和社会可持续性在确保消费品企业供应链的弹性方面发挥着重要作用,特别是在发展循环经济方面。这项研究的结果有望导致尼日利亚循环经济的发展。该研究将对尼日利亚政府、消费品公司、从业人员、监管机构和研究人员具有重要意义。
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引用次数: 1
Tech-advancement Vs. Online Sexual Activities Country-wise: Market Economic Assessment under Welfare Analysis 科技进步与网络性活动:福利分析下的市场经济评估
Pub Date : 2022-11-07 DOI: 10.22158/jetr.v3n4p11
A. Rahman
Internet is a blessing for humankind where one can have all good-things rather bad-things from it. It is easy to get stuck into dark-&-ugly world of civilization with just a click to online-sexual-activities—Pornography and Online-live-sex. Besides emotional-problems, it has linkages with today’s high-rise-rate of divorce, rape, family-conflicts in society country-wise such as Bangladesh. For policy-guidance, this study analyses basic issues of Online-sex-market in terms of marginal-damage analysis under neoclassical partial equilibrium demand-supply theory. It further analyses the reasons of disparity between social-cost and private-cost by conventional marginal-damage analysis. Findings show that because of online-sex-activities, marginal social-costs are higher than marginal private-costs. Continuation of increasing it in Bangladesh, results a higher welfare-loss incurred from higher social-costs. Because of its high rise demand due to continuation of rising per-capita-income and having easy-access to supportive-factors, prices of services are becoming upward-trends, which dominate producer-surplus. Service-providers generate high revenues and consumers face high market-prices, which create higher deadweight-losses. Thus, there is an urgency for national policy-design. Probable-policies can advance in three-folds a) how to quit online-sex b) how to perform treatment of online-sex-addiction and c) how to prevent newcomers. Besides having effective-monitoring, raising awareness and engaging public, Internet-companies & officials, calling for Conferences may play significant-roles country-wise.
互联网是人类的祝福,人们可以从互联网上得到所有好的东西,而不是坏的东西。只要点击一下网络色情活动和网络性爱直播,就很容易陷入黑暗丑陋的文明世界。除了情感问题外,它还与当今离婚率、强奸率、家庭冲突等国家的高增长率有关,比如孟加拉国。本文运用新古典部分均衡供求理论下的边际损害分析方法,分析了网络色情市场的基本问题,为政策指导提供依据。利用传统的边际损害分析法,进一步分析了社会成本与个人成本差异的原因。研究结果表明,由于网络性活动,边际社会成本高于边际私人成本。在孟加拉国继续增加这一数额,结果由于社会成本增加而造成更高的福利损失。由于人均收入的持续增长和易于获得的支持性因素,服务价格呈上升趋势,这主导了生产者剩余。服务提供商获得了高额收入,而消费者面临着高昂的市场价格,这就造成了更高的无谓损失。因此,国家政策设计迫在眉睫。可能的政策可以从三个方面推进:a)如何戒掉网恋;b)如何治疗网恋成瘾;c)如何防止新人。除了有效的监督、提高意识和吸引公众、互联网公司和官员外,呼吁召开会议可能在国家层面发挥重要作用。
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引用次数: 0
Investigating the Effect of Advertising on Attracting Customers of Sports Clubs in Karaj City 卡拉季市体育俱乐部广告吸引顾客的效果调查
Pub Date : 2022-11-01 DOI: 10.22158/jetr.v3n4p1
Akbar Mahdavi, Mohammad Tagizadeh, R. Ahmadi
The purpose of this research was to investigate the mediating role of charitable marketing in the effect of advertising on attracting customers of sports clubs in Karaj city. The research method was applied descriptive which was conducted by field method using questionnaire. The statistical population included the athletes of sports clubs in Karaj city. The sample size was determined as 332 people based on Morgan’s table. The measurement tools included advertisement questionnaire (Moghimi & Ramezani, 2007) and customer attraction questionnaire (Ravanbakhsh, 2019). Content and face validity of questionnaires were confirmed by management professors and Cronbach’s alpha reliability was reported as 0.72 for advertisement questionnaire and Cronbach’s alpha reliability of customer attraction questionnaire was reported as 0.71. To analyze the research hypotheses, the structural equation model was used by spss19 and Amos23 software. The findings of the research showed that charitable marketing has a mediating role in the effect of advertising on the attraction of customers of sports clubs in Karaj city, and this type of mediating is a partial mediating type. Therefore, it can be concluded that by using charitable marketing, new customers can be attracted to sports clubs, and charitable marketing is also a kind of advertisement for the club.
本研究旨在探讨慈善营销在卡拉伊市体育俱乐部广告吸引顾客效应中的中介作用。研究方法采用描述性方法,采用问卷调查法进行实地调查。统计人口包括卡拉杰市体育俱乐部的运动员。根据Morgan的表格,样本量确定为332人。测量工具包括广告问卷(Moghimi & Ramezani, 2007)和客户吸引力问卷(Ravanbakhsh, 2019)。问卷的内容效度和面效度经管理学教授确认,广告问卷的Cronbach α信度为0.72,顾客吸引问卷的Cronbach α信度为0.71。为了分析研究假设,采用spss19和Amos23软件构建结构方程模型。研究结果表明,慈善营销在广告对卡拉吉市体育俱乐部顾客吸引力的影响中具有中介作用,且这种中介类型为部分中介类型。因此,可以得出结论,通过慈善营销可以为体育俱乐部吸引新的客户,慈善营销也是俱乐部的一种广告。
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引用次数: 0
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Journal of Economics and Technology Research
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