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Analysis and Innovative Strategies of Tax Preferential Policies to Promote the Sustainable Development of Small-Scale Individual Businesses
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作者 Tiantian Wang Xinyu Yi +1 位作者 Ziyi Zhang Jingjing Xiang 《Proceedings of Business and Economic Studies》 2024年第3期120-125,共6页
This study conducted an in-depth analysis of the current tax preferential policies for small-scale individual businesses and compared them with similar policies both domestically and internationally,aiming to reveal t... This study conducted an in-depth analysis of the current tax preferential policies for small-scale individual businesses and compared them with similar policies both domestically and internationally,aiming to reveal the advantages and disadvantages of the current system.After examining the impact of these tax preferential policies on the economic status of individual business owners and the broader social economy,this article proposes a set of innovative tax preferential strategies based on theoretical foundations.By developing these innovative strategies and clarifying their implementation paths,the aim is to promote the sustainable and healthy development of small-scale individual businesses,thereby fostering comprehensive socio-economic progress.The conclusion of this study not only summarizes policy recommendations with practical significance but also provides theoretical support for the optimization and innovation of future related systems. 展开更多
关键词 Small-scale individual operation tax incentives Policy analysis Economic effects Innovation strategy
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沉默MPZL1调控β-catenin对A549/Tax细胞干性及耐药性的影响
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作者 臧超 戈巧 +6 位作者 李超 洪海宁 李伟 苏君 黎传奎 陈力维 王安生 《安徽医科大学学报》 CAS 北大核心 2024年第1期99-105,共7页
目的探讨髓磷脂蛋白零样蛋白1(MPZL1)沉默后是否通过调控β-catenin表达对A549/Tax耐药性和细胞干性产生影响。方法采用不同浓度阿霉素和紫杉醇处理A549和A549紫杉醇耐药性(A549/Tax)细胞,观察两种细胞的耐药性差异。实时荧光定量聚合... 目的探讨髓磷脂蛋白零样蛋白1(MPZL1)沉默后是否通过调控β-catenin表达对A549/Tax耐药性和细胞干性产生影响。方法采用不同浓度阿霉素和紫杉醇处理A549和A549紫杉醇耐药性(A549/Tax)细胞,观察两种细胞的耐药性差异。实时荧光定量聚合酶链式反应(qRT-PCR)和Western blot检测A549和A549/Tax细胞中MPZL1的表达量差异。对A549/Tax细胞沉默或者过表达MPZL1,进一步将细胞分为对照(control)组、短发卡RNA阴性对照(sh-NC)组、MPZL1沉默(sh-MPZL1)组、过表达阴性对照(OE-NC)组、MPZL1过表达(OE-MPZL1)组,运用细胞计数试剂盒8(CCK-8)和平板克隆实验分别检测MPZL1的表达变化对A549/Tax细胞增殖和克隆形成能力的影响。Western blot检测Wnt/β-catenin抑制剂XAV939和激活剂CHIR-99201处理细胞后,不同蛋白的表达变化。结果A549/Tax细胞对阿霉素和紫杉醇的半数抑制浓度(IC 50)较A549细胞明显增加(P<0.01)。MPZL1在A549/Tax中呈更高的表达趋势。MPZL1敲除后A549/Tax对阿霉素和紫杉醇的IC 50分别为2.731 mg/ml和4.939μg/ml,较阴性对照组的4.541 mg/ml和13.55μg/ml降低(P<0.01)。CCK-8和克隆形成实验结果显示,MPZL1敲除抑制肺癌A549/Tax细胞的增殖活力和克隆形成能力(P<0.05);Western blot结果显示,与阴性对照组相比,MPZL1、肿瘤干性相关蛋白(CD44和CD133)、多药耐药蛋白1(MDR1)、肺耐药相关蛋白(LRP)和β-catenin在sh-MPZL1中的表达水平明显减少(P<0.01)。此外,XAV939可抑制MPZL1、CD44、CD133、MDR1、LRP和β-catenin的表达。CHIR-99201处理细胞后部分逆转敲除MPZL1对上述蛋白的抑制作用。结论MPZL1在肺癌A549/Tax细胞中高表达。敲除MPZL1可抑制肿瘤干性和细胞增殖,增强肺癌A549/Tax细胞对阿霉素和紫杉醇的敏感性。 展开更多
关键词 MPZL1 肿瘤干性 A549/tax肺癌细胞 多药耐药 紫杉醇
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Taxing sugar-sweetened beverages in China:By volume or sugar content? A consumer welfare approach
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作者 Tianchang Zhai Jingjing Wang +1 位作者 Lei Li Wei Si 《Journal of Integrative Agriculture》 SCIE CAS CSCD 2024年第12期4237-4249,共13页
Using scanner data on the consumption of packaged liquid beverages by Chinese urban households,we estimated the price elasticity of various beverages and compared the effects of volume-based versus sugar-content-based... Using scanner data on the consumption of packaged liquid beverages by Chinese urban households,we estimated the price elasticity of various beverages and compared the effects of volume-based versus sugar-content-based taxation strategies on consumer welfare.Compared to the volume-based tax,the sugar-content-based beverage tax was predicted to cost less in compensating variation under the same amount of sugar reduced,indicating that taxation based on sugar content may be more efficient in preserving consumer welfare.Further comparison across different socioeconomic groups reveals that,given current beverage consumption status in China,the efficiency advantage of the sugar-content-based taxation strategy is more pronounced than that of the volume-based taxation.Our conclusions can provide insights for the food industry and the government to reduce the sugar content in beverages. 展开更多
关键词 sugar-sweetened beverages consumption tax welfare effect QUAIDS
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TAX1BP1 and FIP200 orchestrate non-canonical autophagy of p62 aggregates for mouse neural stem cell maintenance
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作者 Yi-Fu Zhu Rong-Hua Yu +15 位作者 Shuai Zhou Pei-Pei Tang Rui Zhang Yu-Xin Wu Ran Xu Jia-Ming Wei Ying-Ying Wang Jia-Li Zhang Meng-Ke Li Xiao-Jing Shi Yu-Wei Zhang Guang-Zhi Liu Rick FThorne Xu Dong Zhang Mian Wu Song Chen 《Zoological Research》 SCIE CSCD 2024年第4期937-950,共14页
Autophagy plays a pivotal role in diverse biological processes,including the maintenance and differentiation of neural stem cells(NSCs).Interestingly,while complete deletion of Fip200 severely impairs NSC maintenance ... Autophagy plays a pivotal role in diverse biological processes,including the maintenance and differentiation of neural stem cells(NSCs).Interestingly,while complete deletion of Fip200 severely impairs NSC maintenance and differentiation,inhibiting canonical autophagy via deletion of core genes,such as Atg5,Atg16l1,and Atg7,or blockade of canonical interactions between FIP200 and ATG13(designated as FIP200-4A mutant or FIP200 KI)does not produce comparable detrimental effects.This highlights the likely critical involvement of the non-canonical functions of FIP200,the mechanisms of which have remained elusive.Here,utilizing genetic mouse models,we demonstrated that FIP200 mediates non-canonical autophagic degradation of p62/sequestome1,primarily via TAX1BP1 in NSCs.Conditional deletion of Tax1bp1 in fip200hGFAP conditional knock-in(cKI)mice led to NSC deficiency,resembling the fip200hGFAP conditional knockout(cKO)mouse phenotype.Notably,reintroducing wild-type TAX1BP1 not only restored the maintenance of NSCs derived from tax1bp1-knockout fip200hGFAP cKI mice but also led to a marked reduction in p62 aggregate accumulation.Conversely,a TAX1BP1 mutant incapable of binding to FIP200 or NBR1/p62 failed to achieve this restoration.Furthermore,conditional deletion of Tax1bp1 in fip200hGFAP cKO mice exacerbated NSC deficiency and p62 aggregate accumulation compared to fip200hGFAP cKO mice.Collectively,these findings illustrate the essential role of the FIP200-TAX1BP1 axis in mediating the non-canonical autophagic degradation of p62 aggregates towards NSC maintenance and function,presenting novel therapeutic targets for neurodegenerative diseases. 展开更多
关键词 Non-canonical autophagy tax1BP1 FIP200 P62 AGGREGATES Neural stem cell
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Effect of Property Tax on Optimization and Upgrading of Industrial Structure
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作者 Zulong HUANG Zirun ZHANG Zhengjie ZHANG 《Asian Agricultural Research》 2024年第7期24-27,共4页
China's economic growth and economic development has entered a new stage,and the optimization and upgrading of industrial structure is the core driving force for China to achieve high-quality economic development ... China's economic growth and economic development has entered a new stage,and the optimization and upgrading of industrial structure is the core driving force for China to achieve high-quality economic development during the"14 th Five-Year Plan"period.Property tax has a conductive effect on the upgrading of industrial structure.Therefore,from the perspective of property tax and industrial structure adjustment and the relationship between them,this study summarizes the relevant research of domestic and foreign scholars.On the basis of the research,the paper puts forward some relevant policy suggestions on improving China's property tax and promoting the optimization and upgrading of China's industrial structure. 展开更多
关键词 Property tax COLLECTION Industrial structure Optimization and upgrading
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Exploring Corporate Tax Compliance in the Era of Digital Tax Collection and Administration:Insights from the“Golden Tax Phase Four”Project
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作者 Kai Fan Yujin Xie +1 位作者 Wenjun Xu Haopeng Wei 《Proceedings of Business and Economic Studies》 2024年第2期151-156,共6页
This article primarily examines the current state of tax collection and management,alongside other associated issues.It integrates insights from China’s“14th Five-Year Plan”and anticipates the imminent implementati... This article primarily examines the current state of tax collection and management,alongside other associated issues.It integrates insights from China’s“14th Five-Year Plan”and anticipates the imminent implementation of the“Golden Tax Phase Four.”With this backdrop,the article offers recommendations for advancing the reform of the tax collection and management system,fostering the development of intelligent taxation,and accelerating the modernization of tax collection and management in China. 展开更多
关键词 Golden tax Phase Four Modernization of tax collection and administration tax compliance
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Cumulative Effect of Debt and Tax on Firm Value:Optimal Capital Structure Theories in the Light of EMM
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作者 Valery V.Shemetov 《Management Studies》 2024年第5期255-276,共22页
We have shown that cornerstone articles considering effects of corporate debt on the firm value and constituting the basis of the trade-off theory of capital structure are wrong.Their main mistake is in ignoring the b... We have shown that cornerstone articles considering effects of corporate debt on the firm value and constituting the basis of the trade-off theory of capital structure are wrong.Their main mistake is in ignoring the business securing expenses(BSEs).In the framework of the extended Merton model(EMM),we consider the cumulative effect of debt and corporate taxes on the firm value and its survival,in other words,we revisit Modigliani-Miller Proposition 3(MMP3).We show that(1)debt affects the firm value and its survival,(2)this effect is negative,diminishing the firm value and its chances to survive,(3)the pressure increases as the debt grows provoking the firm’s default,(4)the main factors depressing the levered firm are its debt payments added to the BSEs of the identical unlevered firm and the length of debt maturity,(5)corporate taxes cause development of positive skewness in the asset distribution,but do not affect the location of this distribution in the asset axis.The presented model helps estimate the consequences of choosing this or that level of debt in the presence of corporate taxes and can make a useful instrument for practicing financial managers. 展开更多
关键词 geometric Brownian motion(GBM) extended Merton model business securing expenses corporate debt corporate taxes default probability
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Research on Tax Risk Regulation and Strategic Management in the Context of Big Data
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作者 Shouzeng Gong 《Proceedings of Business and Economic Studies》 2024年第2期145-150,共6页
With the rapid development of big data,big data has been more and more applied in all walks of life.Under the big data environment,massive big data provides convenience for regional tax risk control and strategic deci... With the rapid development of big data,big data has been more and more applied in all walks of life.Under the big data environment,massive big data provides convenience for regional tax risk control and strategic decision-making but also increases the difficulty of data supervision and management.By analyzing the status quo of big data and tax risk management,this paper finds many problems and puts forward effective countermeasures for tax risk supervision and strategic management by using big data. 展开更多
关键词 Big data tax risk Strategic management
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Taxation Models and Improvement Proposals for Personal Income Tax in the Sharing Economy
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作者 Xinyao Ruan 《Proceedings of Business and Economic Studies》 2024年第3期220-226,共7页
As an innovative economic model,the sharing economy has seen rapid growth globally in recent years.It has not only brought a profound impact on traditional economies but also injected new vitality and momentum into th... As an innovative economic model,the sharing economy has seen rapid growth globally in recent years.It has not only brought a profound impact on traditional economies but also injected new vitality and momentum into the sustainable development of the social economy.However,for the sharing economy,the process of collecting personal income tax is facing several issues,such as the ambiguity of tax policies regarding personal income,challenges in identifying taxpayers,and difficulties in defining income.To achieve the fairness and efficiency of personal income tax collection in the sharing economy,this study proposes optimized regulatory mechanisms and conducts in-depth discussions on the adjustment of personal income tax policies,innovation in tax management technology,and improvement in the quality of personal income tax services. 展开更多
关键词 Sharing economy Personal income tax taxation models
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Consideration of the Application and Risk Prevention of VAT Tax Rebate Policy for Construction Enterprises at the End of the Period
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作者 Liangliang Wu 《Proceedings of Business and Economic Studies》 2024年第5期138-144,共7页
The“Announcement on Deepening the Value-Added Tax Reform”clearly outlines the preferential policy regarding incremental retention tax rebates.With the advancement of value-added tax(VAT)reform and the improvement of... The“Announcement on Deepening the Value-Added Tax Reform”clearly outlines the preferential policy regarding incremental retention tax rebates.With the advancement of value-added tax(VAT)reform and the improvement of VAT legislation in China,VAT tax planning for construction enterprises,particularly related to retained tax credits,has become routine.This paper,focusing on the characteristics of construction enterprises,analyzes VAT retained tax credits at the end of the period,the status of tax refunds,practical issues,and related processes,and offers suggestions for policy application and risk prevention. 展开更多
关键词 Construction enterprises VAT retained tax credit refunds Planning Risk prevention
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The Variance Analysis on Enterprise of Different Ways of Sales:Based on Analysis of Enterprise Tax Burden and Cash Flows
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作者 龚雅洁 绳朋云 靳继刚 《石家庄经济学院学报》 2016年第3期100-103,112,共5页
在目前竞争激烈的市场经济环境中,许多企业为了维持或扩大自己商品的市场份额,往往采取多种多样的销售方式,以达到促销的目的,而且随着经济的发展以及互联网时代的来临,销售形式也越来越多.基于企业税负与现金净流量的基础上对9 种销售... 在目前竞争激烈的市场经济环境中,许多企业为了维持或扩大自己商品的市场份额,往往采取多种多样的销售方式,以达到促销的目的,而且随着经济的发展以及互联网时代的来临,销售形式也越来越多.基于企业税负与现金净流量的基础上对9 种销售方式从企业税负与现金净流量两个方面进行了分析与研究.研究发现税负高的销售方式,可能其现金净流量也比较高,因此企业在经营销售过程中,不能只考虑税负的问题,还要考虑企业现金净流量的问题,甚至是企业的整体发展问题以及顾客对销售方式的接受程度. 展开更多
关键词 销售方式 纳税筹划 税负 现金净流量
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Different Scenarios of Property Taxation Reforms in Italy: Two Compared Proposals
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作者 Fernando Di Nicola Ruggero Paladini 《Economics World》 2017年第6期499-513,共15页
Starting from the premise that Italian real estate taxation is inefficient and unnecessarily complex, the paper suggests two tax reforms. The first proposal puts forward progressive property taxation on the family bas... Starting from the premise that Italian real estate taxation is inefficient and unnecessarily complex, the paper suggests two tax reforms. The first proposal puts forward progressive property taxation on the family basis; the second one suggests inferring a property income within the general calculation of the personal income tax. The common features of the two tax schemes are: the use of property market values instead of cadastral rents, a general reduction of the real estate local tax, a strong cutback of the stamp duties and registration fees applied to real estate transfers. A microsimulation model is employed to evaluate the impacts of the proposed taxation schemes. They both show, providing for a constant tax revenue, stronger redistributive effects. 展开更多
关键词 real estate taxation local tax REDISTRIBUTION personal income tax
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A simplified differential game model for the optimal choice of tax rate
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作者 张荣 《Journal of Chongqing University》 CAS 2004年第2期69-73,共5页
A classical problem on optimal choice of tax rate from the perspective of differential game approach is studied. Under some appropriate assumptions on the profit and utility functions, the open-loop Stackelberg equili... A classical problem on optimal choice of tax rate from the perspective of differential game approach is studied. Under some appropriate assumptions on the profit and utility functions, the open-loop Stackelberg equilibrium solution which is time- dependent is obtained. Result shows that 1) the optimal strategies derived from differential game and traditional unilateral optimal control approaches are different; 2) both marginal profit rate and the market rate of interest have great effect on the equilibrium solution; and 3) the government should think about the firm’s potential reaction when selecting tax rates and the timing of taxation. 展开更多
关键词 optimal tax rate INVESTMENT Stackelberg differential game backward differential equation
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Preferential Policy and Tax Regulations Income Tax of Enterprises and Local Income Tax
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《China's Foreign Trade》 1997年第5期23-23,共1页
*Newly-built joint ventures engaged in new and high technological enterprises shall enjoy a 15 percent reduction of income tax for two years, or a 24 percent reduction for two years and a 50 percent reduction in the f... *Newly-built joint ventures engaged in new and high technological enterprises shall enjoy a 15 percent reduction of income tax for two years, or a 24 percent reduction for two years and a 50 percent reduction in the following three years. A choice between the two may be decided by the said enterprises. **Service industry, those enterprises with a foreign capital of more than US$5 million shall be exempt from the tax 展开更多
关键词 THAN Preferential Policy and tax Regulations Income tax of Enterprises and Local Income tax
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Tax Preferential Adapted Areas Enlarged
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《中国经贸画报》 1999年第9期95-95,共1页
In an effort to encourage investments toenergy sector and transportation infrastructures,and promote the development in the Westernand central China, the State Council recentlydecided to expand a tax preferential policy
关键词 In tax Preferential Adapted Areas Enlarged
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The Current System of Personal Income Tax Calls for Prompt Revision
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《China Today》 2002年第10期70-71,共2页
BEIJING’S revenue from personal income tax in 2001 was 8 billion yuan, an increase of 42 percent, and the amount of tax received from high-income earners increased 2.6 fold. From September to November 2001, high-inco... BEIJING’S revenue from personal income tax in 2001 was 8 billion yuan, an increase of 42 percent, and the amount of tax received from high-income earners increased 2.6 fold. From September to November 2001, high-income earners paid taxes of 60 million yuan they had previously evaded. In the first half of 2002, Beijing defined its key taxpayers, that is, those with an annual income exceeding 100,000 yuan. According to this definition, the tax-paying situation of at least 30,000 people is under control. Revisions to the Individual Income 展开更多
关键词 In IC St The Current System of Personal Income tax Calls for Prompt Revision CCO
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Impact of taxes on the 2030 Agenda for Sustainable Development:Evidence from Organization for Economic Cooperation and Development(OECD)countries
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作者 Md Mominur RAHMAN 《Regional Sustainability》 2023年第3期235-248,共14页
Multiple ecological and socioeconomic problems have occurred worldwide,raising the awareness of sustainability.This study aims to examine the impact of taxes on Sustainable Development Goals(SDGs)in the context of Org... Multiple ecological and socioeconomic problems have occurred worldwide,raising the awareness of sustainability.This study aims to examine the impact of taxes on Sustainable Development Goals(SDGs)in the context of Organization for Economic Co-operation and Development(OECD)countries.This research used effective average tax(EAT),tax on personal income(TPI),tax on corporate profits(TCP),and tax on goods and services(TGS)as the variables of taxes,and employed secondary data from 38 OECD countries covering 2000–2021.The study also used Breusch-Pagan Lagrange Multiplier(LM),Pesaran Scaled LM,Bias-Corrected Scaled LM,and Pesaran Cross-sectional dependence(CSD)tests to analyze the existence of crosssectional dependency.Then,we established the stationarity of variables through second-generation panel unit root tests(Cross-sectional Augmented Dickey-Fuller(CADF)and Cross-sectional Im,Pesaran,and Shin(CIPS)),and confirmed the long-run cointegration of the variables by using secondgeneration panel cointegration test(Westerlund cointegration test).The results showed that EAT,TPI,TCP,and TGS are positively associated with SDGs.However,the change in TPI has a smaller effect on SDGs than the change in EAT or TCP or TGS.The result of panel causality indicated that EAT,TPI,and TGS have a unidirectional causal relationship with SDGs.The study also found that TCP has a bi-directional causal relationship with SDGs.Moreover,the finding indicated that the OECD countries need to focus on tax policies to achieve the 2030 Agenda for Sustainable Development.This study is based on the theory of optimal taxation(TOT),which suggests that tax systems should be designed to maximize social welfare.Finally,we suggests the importance of taking a comprehensive approach for the managers and policy-makers when analyzing the impact of taxes on SDGs. 展开更多
关键词 Sustainable Development Goals(SDGs) Organization for Economic Cooperation and Development(OECD)countries Effective average tax(EAT) tax on personal income(TPI) tax on corporate profits(TCP) tax on goods and services(TGS)
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Dynamic decision and its complex dynamics analysis of low-carbon supply chain considering risk-aversion under carbon tax policy
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作者 林金钗 范如国 +1 位作者 王圆缘 杜康 《Chinese Physics B》 SCIE EI CAS CSCD 2023年第10期283-297,共15页
This study establishes a low-carbon supply chain game model under the centralized decision situation and the decentralized decision situation considering the manufacturer risk-aversion behavior, and discusses the infl... This study establishes a low-carbon supply chain game model under the centralized decision situation and the decentralized decision situation considering the manufacturer risk-aversion behavior, and discusses the influence of the manufacturer risk-aversion behavior on the optimal decision, profit, coordination, and complex dynamics of the supply chain. We find that comparing with the risk-neutral decentralized decision, the increase of manufacturer's risk tolerance attitude can narrow the gap between the supply chain profit and the centralized decision, but it will further reduce the carbon emission reduction level. The increase of risk tolerance of the manufacturer and carbon tax will narrow the stable region of the system. Under this situation, the manufacturer should carefully adjust parameters to prevent the system from losing stability,especially the adjustment parameters for carbon emission reduction level. When the system is in a chaotic state, the increase of carbon tax rate makes the system show more complex dynamic characteristics. Under the chaotic state, it is difficult for the manufacturer to make correct price decision and carbon emission reduction strategy for the next period, which damages its profit, but increases the profit of the retailer and the supply chain. Finally, the carbon emission reduction cost-sharing contract is proposed to improve the carbon emission reduction level and the supply chain efficiency, achieving Pareto improvement. The stability region of the system is larger than that in the centralized decision situation, but the increase of the cost sharing coefficient will reduce the stability of the system in the decentralized decision-making situation. 展开更多
关键词 carbon tax risk-avers low-carbon supply chain complex dynamics
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A Multi-Module Machine Learning Approach to Detect Tax Fraud
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作者 N.Alsadhan 《Computer Systems Science & Engineering》 SCIE EI 2023年第7期241-253,共13页
Tax fraud is one of the substantial issues affecting governments around the world.It is defined as the intentional alteration of information provided on a tax return to reduce someone’s tax liability.This is done by ... Tax fraud is one of the substantial issues affecting governments around the world.It is defined as the intentional alteration of information provided on a tax return to reduce someone’s tax liability.This is done by either reducing sales or increasing purchases.According to recent studies,governments lose over$500 billion annually due to tax fraud.A loss of this magnitude motivates tax authorities worldwide to implement efficient fraud detection strategies.Most of the work done in tax fraud using machine learning is centered on supervised models.A significant drawback of this approach is that it requires tax returns that have been previously audited,which constitutes a small percentage of the data.Other strategies focus on using unsupervised models that utilize the whole data when they search for patterns,though ignore whether the tax returns are fraudulent or not.Therefore,unsupervised models are limited in their usefulness if they are used independently to detect tax fraud.The work done in this paper focuses on addressing such limitations by proposing a fraud detection framework that utilizes supervised and unsupervised models to exploit the entire set of tax returns.The framework consists of four modules:A supervised module,which utilizes a tree-based model to extract knowledge from the data;an unsupervised module,which calculates anomaly scores;a behavioral module,which assigns a compliance score for each taxpayer;and a prediction module,which utilizes the output of the previous modules to output a probability of fraud for each tax return.We demonstrate the effectiveness of our framework by testing it on existent tax returns provided by the Saudi tax authority. 展开更多
关键词 tax fraud feature engineering applied machine learning
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Identification of the Breach of Short-Term Rental Regulations in Irish Rent Pressure Zones
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作者 Guowen Liu Inmaculada Arnedillo-Sánchez Zhenshuo Chen 《Journal of Computer and Communications》 2023年第2期8-19,共12页
The housing crisis in Ireland has rapidly grown in recent years. To make a more significant profit, many landlords are no longer renting out their houses under long-term tenancies but under short-term tenancies. Regul... The housing crisis in Ireland has rapidly grown in recent years. To make a more significant profit, many landlords are no longer renting out their houses under long-term tenancies but under short-term tenancies. Regulating rentals in Rent Pressure Zones with the highest and rising rents is becoming a tricky issue. In this paper, we develop a breach identifier to check short-term rentals located in Rent Pressure Zones with potential breaches only using publicly available data from Airbnb (an online marketplace focused on short-term home-stays) and Irish government websites. First, we use a Residual Neural Network to filter out outdoor landscape photos that negatively impact identifying whether an owner has multiple rentals in a Rent Pressure Zone. Second, a Siamese Neural Network is used to compare the similarity of indoor photos to determine if multiple rental posts correspond to the same residence. Next, we use the Haversine algorithm to locate short-term rentals within a circle centered on the coordinate of a permit. Short-term rentals with a permit will not be restricted. Finally, we improve the occupancy estimation model combined with sentiment analysis, which may provide higher accuracy. 展开更多
关键词 Housing Crisis Short-Term rental Irish rent Pressure Zone Image Recognition Breach Identification
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