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Using fuzzy neural networks for RMB/USD real exchange rate forecasting 被引量:2
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作者 惠晓峰 李喆 魏庆泉 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2005年第2期189-192,共4页
In order to aim at improving the forecasting performance of the RMB/USD exchange rate, this paper proposes a new architecture of fuzzy neural networks based on fuzzy logic, and the method of point differential, which ... In order to aim at improving the forecasting performance of the RMB/USD exchange rate, this paper proposes a new architecture of fuzzy neural networks based on fuzzy logic, and the method of point differential, which guarantees not only the direction of weight correction, but also the needed precision for the BP algorithm. In applying genetic algorithms for optimal performance, this approach, in the forecasting of the RMB/USD real exchange rate from 1994 to 2000, obviously outperforms typical BP Neural Networks and exhibits a higher capacity in regard to nonlinear, time-variablility, and illegibility of the exchange rate. 展开更多
关键词 fuzzy neural networks fuzzy logic genetic algorithm rmb/USD real exchange rate
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RMB Exchange Rate,Overseas Education,and High-Quality Economic Growth
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作者 Sun Yuchen Sun Xianchao 《Contemporary Social Sciences》 2023年第6期97-118,共22页
China is transitioning its industrial structure from labor-and resource-intensive industries that previously contributed significantly to the country’s GDP growth to technology-intensive industries emphasizing a high... China is transitioning its industrial structure from labor-and resource-intensive industries that previously contributed significantly to the country’s GDP growth to technology-intensive industries emphasizing a highly-skilled workforce and sustainability to achieve high-quality economic growth.This paper examines the impact of the RMB exchange rate on high-quality economic growth through theoretical modeling and empirical analysis and discusses the variable of overseas education to explore the mechanism of how the RMB exchange rate and overseas education jointly impact high-quality economic growth.The research sample includes the National Bureau of Statistics data on education from 1995 to 2015,the Bank for International Settlements(BIS)data on the RMB exchange rate,and the added value of China’s high-quality economic growth estimated based on the national economy data.An empirical analysis of theoretical expectations was conducted,finding that RMB appreciation could make a positive contribution to China’s high-quality economic growth;RMB exchange rate fluctuations would impact the relative cost of overseas education and overseas returnees could have a positive impact on domestic resource utilization efficiency and domestic capacity to make sci-tech innovations,thereby injecting vitality to high-quality economic growth.This study focuses on both the RMB exchange rate and the population studying abroad,providing additional observation dimensions to existing research. 展开更多
关键词 rmb exchange rate overseas education high-quality economic growth
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Do the RMB exchange rate and global commodity prices have asymmetric or symmetric effects on China’s stock prices?
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作者 Shaobo Long Mengxue Zhang +1 位作者 Keaobo Li Shuyu Wu 《Financial Innovation》 2021年第1期1030-1050,共21页
With the rapid expansion of the RMB exchange rate’s floating range,the effects of the RMB exchange rate and global commodity price changes on China’s stock prices are likely to increase.This study uses both auto reg... With the rapid expansion of the RMB exchange rate’s floating range,the effects of the RMB exchange rate and global commodity price changes on China’s stock prices are likely to increase.This study uses both auto regressive distributed lag(ARDL)and nonlinear ARDL(NARDL)approaches to explore the symmetric and asymmetric effects of the RMB exchange rate and global commodity prices on China’s stock prices.Our findings show that without considering the critical variable of global commodity prices,there is no cointegration relationship between the RMB exchange rate and China’s stock prices,and the coefficient of the RMB exchange rate is not statistically significant.However,when we introduce global commodity prices into the NARDL model,the result shows that the RMB exchange rate has a negative effect on China’s stock prices,that there indeed exists a long-run cointegration relationship among the RMB exchange rate,global commodity prices,and stock prices in the NARDL model,and that global commodity price changes have an asymmetric effect on China’s stock prices in the long run.Specifically,China’s stock prices are more sensitive to increases than decreases in global commodity prices.Thus,increases in global commodity prices cause China’s stock prices to decline sharply.In contrast,the same magnitude of decline in global commodity prices induces a smaller increase in China’s stock prices. 展开更多
关键词 rmb exchange rate Global commodity prices China’s stock prices Asymmetric effects
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To Accomplish the Unaccomplished Reform: Lessons and Options of RMB Exchange Rate Reform
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作者 Yu Yongding Xiao Lisheng 《China Economist》 2017年第3期2-17,共16页
The exchange rate reform initiated on August 11,2015 is an important attempt by the PBoC to transform China's exchange rate regime from the"crawl-like arrangement"to a floating regime.However,after a thr... The exchange rate reform initiated on August 11,2015 is an important attempt by the PBoC to transform China's exchange rate regime from the"crawl-like arrangement"to a floating regime.However,after a three-day experiment,the PBoC abandoned the original goal of the reform.Since then,the central bank has implemented a new exchange rate-setting mechanism.Under this mechanism,the central parity of the renminbi(RMB)against the US dollar is decided by the arithmetic average of the RMB exchange rate that keeps the index of a currency basket unchanged over the past 24 hours and the previous day's closing price of USD/CNY.Due to the introduction of the index of a currency basket,additional uncertainty has been introduced into the determination of the RMB exchange rate,because of the uncertainty of the dollar index(USDX).As a result,to a certain extent,the one-way bet on the RMB expectations is weakened.However,the current exchange rate formation mechanism cannot reverse the trend of devaluation of the RMB,nor can it eliminate depreciation expectations.Meanwhile,it hinders the effectiveness of central bank's independent monetary policy based on the domestic economic fundamentals.And also,the"two-way float"created by the new price-setting mechanism is artificial and has led to significant losses of foreign exchange reserve.The paper explains how the new price-setting mechanism works,and identifies the important features of the mechanism and its pros and cons.The paper argues that despite some advantages,the new exchange rate regime as a soft peg regime is not sustainable and the PBoC should stop foreign exchange market intervention as soon as possible.We hope that the PBoC can learn the lessons from the failure of the"August 11 reform"and accomplish the unaccomplished reform in an urgent manner. 展开更多
关键词 "August 11 reform" reform of the rmb exchange rate regime intervention in the foreign exchange market currency basket
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Influence of RMB exchange rate fluctuation on urban-rural income from the perspective of transmission asymmetry
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作者 CHANG Yuan 《Ecological Economy》 2017年第2期181-189,共9页
Based on time series data of RMB exchange rate and urban-rural income, this paper makes an empirical study for the influence of RMB exchange rate fluctuation on urban-rural income by utilizing rolling regression model... Based on time series data of RMB exchange rate and urban-rural income, this paper makes an empirical study for the influence of RMB exchange rate fluctuation on urban-rural income by utilizing rolling regression model through direct and indirect transmission mechanisms. According to the results, the transmission effect of RMB exchange rate fluctuation on urban-rural income has features of incompleteness and asymmetry. Moreover, RMB appreciation will help to reduce the urban-rural income gap. Therefore, this paper suggests that the Chinese economy should accelerate the course of transforming mode, adjusting structure and promoting development under the new normal. Meanwhile, reform of RMB exchange rate mechanism should be promoted, living standard of residents must be improved, and the urban-rural income gap should be reduced. 展开更多
关键词 rmb exchange rate urban-rural income transmission effect asymmetry
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The Appreciation Pressure on RMB Yuan and the Adjustment of RMB Exchange Rate Policy
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作者 Weiguo Xiao Bing Shao 《Chinese Business Review》 2005年第6期1-5,共5页
China has maintained RMB exchange rate nearly unchanged since 1998. However, with the relaxation of capital control, a crawling peg, a more flexible RMB exchange rate regime, is inevitable. Based on improving the curr... China has maintained RMB exchange rate nearly unchanged since 1998. However, with the relaxation of capital control, a crawling peg, a more flexible RMB exchange rate regime, is inevitable. Based on improving the current formation mechanism of RMB exchange rate, Chinese government could widen the floating band around the central parity; in the long run, switching the peg from USD alone to a basket of currencies may be a better choice. 展开更多
关键词 rmb exchange rate appreciation policy
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The Reform on RMB Exchange Rate System
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作者 Yanliang Zhang 《Chinese Business Review》 2005年第6期34-36,共3页
The Chinese currency, the yuan, which was pegged to the value of US dollar in the past, will now be a managed currency. Its value will be set in relation to a basket of currencies. China is taking the first big step t... The Chinese currency, the yuan, which was pegged to the value of US dollar in the past, will now be a managed currency. Its value will be set in relation to a basket of currencies. China is taking the first big step toward a free-floating currency. This analysis explores the impacts on Chinese banking, Chinese companies and international monetary market. 展开更多
关键词 rmb appreciation exchange rate
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Employment and Wage Effects of RMB Exchange Rate for Manufacturing Sectors in China and the US
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作者 Xu Weicheng 《China Economist》 2018年第2期54-68,共15页
By creating a labor market dynamic general equilibrium model, this paper derives the pass-through mechanism of exchange rate's employment and wage effects,carries out an empirical study on the employment and wage ... By creating a labor market dynamic general equilibrium model, this paper derives the pass-through mechanism of exchange rate's employment and wage effects,carries out an empirical study on the employment and wage effects of RMB exchange rate for manufacturing sectors in China and the United States based on ridge regression, and examines the role of industry characteristics in this process. Research findings suggest that: RMB depreciation will drive employment and wage growth for most of China's laborintensive manufacturing sectors, and RMB appreciation will increase employment for certain capital-and technology-intensive sectors; but RMB depreciation has insignificant employment and wage effects for most sectors in the US. Hence, in achieving the longterm stability of RMB exchange rate, China should take advantage of RMB appreciation's manufacturing upgrade effect and ensure the steady growth of manufacturing employment.The US should make breakthroughs in various links of its economic development in order to tackle unemployment, instead of blaming RMB exchange rate. In addition, the nature of business activities and trade union characteristic are both significant factors that lead to differences in inter-sector employment levels of Chinese and US manufacturing sectors.Technology characteristic and other monopolistic characteristics exert decisive effects on the difference of wage return for various sectors in China and the US. 展开更多
关键词 rmb exchange rate manufacturing sectors industrial upgrade industry characteristics
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Exchange rate for RMB stable for the coming five years
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《China's Foreign Trade》 2002年第3期22-22,共1页
关键词 rate Exchange rate for rmb stable for the coming five years
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人民币外汇市场微观结构发展状况
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作者 陈婧文 杨玲玲 《商业观察》 2026年第6期50-53,共4页
文章从人民币外汇市场的建设成果、特征、交易状况,以及人民币汇率改革制度的背景出发,分析了人民币外汇市场微观结构的发展状况。人民币外汇市场微观结构自2005年人民币汇改后开始发展,至今取得了较为显著的成果,但仍需进行更深入的发... 文章从人民币外汇市场的建设成果、特征、交易状况,以及人民币汇率改革制度的背景出发,分析了人民币外汇市场微观结构的发展状况。人民币外汇市场微观结构自2005年人民币汇改后开始发展,至今取得了较为显著的成果,但仍需进行更深入的发展。因此,文章提出了进一步完善人民币外汇市场微观结构的对策建议。 展开更多
关键词 外汇市场微观结构理论 人民币汇率制度 外汇市场规模
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人民币在新兴市场国家的货币锚效应研究
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作者 邵乐 《中国商论》 2026年第3期5-9,共5页
2008年全球金融危机后,国际货币体系多元化发展为人民币提升国际地位提供了历史性窗口。本文选取16个新兴市场国家2023年1月—2025年12月的月度汇率数据,利用修正的两步Frankel-Wei模型,探究人民币在新兴市场国家的货币锚效应。研究发现... 2008年全球金融危机后,国际货币体系多元化发展为人民币提升国际地位提供了历史性窗口。本文选取16个新兴市场国家2023年1月—2025年12月的月度汇率数据,利用修正的两步Frankel-Wei模型,探究人民币在新兴市场国家的货币锚效应。研究发现:第一,人民币在巴西、智利、马来西亚及印度尼西亚等国已成为统计上显著的锚定货币,标志着其国际化取得区域性实质突破;第二,人民币锚效应呈现突出的国别异质性,与美元权重在局部呈现出结构性替代迹象;第三,欧元与日元的锚定作用有限。据此,本文提出人民币国际化应遵循“深耕区域、因国施策”的差异化推进路径,通过深化与人民币锚效应显著及具备潜力国家的产业链融合与金融合作,稳步推动其在国际货币体系中的角色从“可选项”向“优先项”升级。基于此,本文提出以下建议:一是适时调整汇率政策框架,逐步降低对美元的过度锚定,夯实人民币的自主锚定基础;二是深化与新兴市场国家在贸易、投资与金融领域的全方位合作,增强人民币的网络外部性;三是积极稳妥推进数字人民币的研发与应用,利用技术优势提升数字人民币在跨境支付与金融基础设施中的嵌入程度。 展开更多
关键词 货币锚 新兴市场货币 人民币国际化 汇率制度 区域金融合作
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A Glimpse into a Potential Influencing Factor of China’s Exchange Rate: Social Financing Scale
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作者 Weihao Li Zekun Hong 《Journal of Finance Research》 2022年第1期21-28,共8页
The indicator of social financing scale(SFS)has become a new intermediate target for China’s socioeconomic regulation since 2011,which has a better tracking performance on important economic indicators such as CPI an... The indicator of social financing scale(SFS)has become a new intermediate target for China’s socioeconomic regulation since 2011,which has a better tracking performance on important economic indicators such as CPI and is also the new intermediate target of monetary policy used by China’s central bank to replace M2 at present.So,is there an impact of the social financing scale on another important economic indicator,the RMB exchange rate?This paper conducted an OLS regression analysis of the time series data of social financing scale and the nominal effective exchange rate(NEER)of RMB for a total of 61 months from October 2016 to October 2021 and find that SFS has a significant positive impact on the exchange rate of RMB.This result means that the expansion of SFS will lead to the appreciation of RMB.In addition,the paper fills the research gap on the combination of SFS and RMB exchange rate,and suggests that mechanisms such as monetary policy or domestic interest rates may be responsible for this correlation at the theoretical level. 展开更多
关键词 rmb exchange rate Social financing scale Intermediate target
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Analysis on Forming Reason of RMB Appreciation Expectation
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作者 Yuhai Su Xin Zou 《Chinese Business Review》 2005年第5期40-42,51,共4页
Since 2003, there has been a strong RMB appreciation expectation in the market. RMB exchange rate becomes the world focus again. This paper insists that the depreciation pressure of US dollar is the main reason that c... Since 2003, there has been a strong RMB appreciation expectation in the market. RMB exchange rate becomes the world focus again. This paper insists that the depreciation pressure of US dollar is the main reason that causes RMB appreciation expectation; the "double price action" of the Chinese tradable goods and non-tradable goods is the special reason that leads to RMB appreciation expectation; furthermore, the asymmetric foreign exchange rate management system in China strengthens RMB appreciation expectation. 展开更多
关键词 rmb appreciation expectation pegging exchange rate system sale and purchase of foreign exchange system
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人民币国际化的汇率波动平抑效应研究——基于交换媒介与价值贮藏的双重视角 被引量:1
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作者 马光明 丁波鹦 +1 位作者 赵峰 马自龙 《当代经济科学》 北大核心 2025年第3期1-17,共17页
2015年“8·11”汇改后人民币名义汇率双向波动幅度明显增加,对中国跨境贸易产生不利冲击,而近年人民币国际化水平的稳步提升理论上能缓解人民币汇率波动对中国跨境贸易的负向影响程度。在对月度人民币汇率波动幅度进行测度的基础上... 2015年“8·11”汇改后人民币名义汇率双向波动幅度明显增加,对中国跨境贸易产生不利冲击,而近年人民币国际化水平的稳步提升理论上能缓解人民币汇率波动对中国跨境贸易的负向影响程度。在对月度人民币汇率波动幅度进行测度的基础上,利用2012年1月至2023年10月共142个月的时间序列数据与多变量E-G两步法的实证研究发现,考察期间人民币兑美元名义汇率波动水平的上升显著抑制了中国货物贸易规模,但跨境贸易人民币结算比例的提升却有效平抑了汇率波动对贸易的负向冲击,体现了人民币作为国际交换媒介的汇率波动平抑效应;异质性检验发现,该效应主要体现在一般贸易、出口贸易与资源/资本密集型产品贸易中,在加工贸易、进口贸易与劳动密集型产品贸易中尚不显著。进一步的门限效应研究发现,境外人民币存量积累至一定程度后,人民币结算的汇率波动平抑效果更为显著,体现了人民币作为价值贮藏手段对降低汇率波动冲击的积极作用。因此,人民币国际化进程推进过程中应坚持人民币汇率市场化,并同时扩大人民币结算比例与增加境外市场主体持有人民币资产存量,充分结合人民币交易媒介与价值贮藏职能,切实降低中国与贸易伙伴的汇率波动风险。 展开更多
关键词 汇率波动 人民币国际化 跨境贸易 人民币结算 交换媒介 价值贮藏
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稳定性与透明度的权衡——“8·11汇改”十周年回顾与展望
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作者 张明 陈胤默 《新金融》 北大核心 2025年第12期49-59,共11页
2015年“8·11汇改”至今,人民币汇率制度围绕人民币汇率中间价定价模型、CFETS人民币汇率指数、宏观审慎管理框架及相关汇改措施进行改革。中国人民银行在过去十年中稳步推进汇率市场化改革,不断完善以市场供求为基础、参考一篮子... 2015年“8·11汇改”至今,人民币汇率制度围绕人民币汇率中间价定价模型、CFETS人民币汇率指数、宏观审慎管理框架及相关汇改措施进行改革。中国人民银行在过去十年中稳步推进汇率市场化改革,不断完善以市场供求为基础、参考一篮子货币进行调节、有管理的浮动汇率制度。在全球大变局之下,该制度面临中间价机制的“逆周期因子”争议、汇率政策与货币政策独立性之间的权衡、汇率稳定与金融稳定之间的冲突、制度透明度与汇率稳定之间的冲突。人民币汇率制度的最终目标是实现自由浮动,但这一进程在短期内难以完全实现。在过渡阶段,可考虑建立以人民币货币篮子为基础的年度宽幅目标区制度,并配合适度的资本流动管理措施,以保持汇率稳定与市场预期平衡。 展开更多
关键词 “8·11汇改” 人民币汇率制度 汇改效果 自由浮动 年度宽幅目标区制度
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外汇宏观审慎政策公告能够“立竿见影”影响人民币汇率吗?——基于政策公告事件的分析
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作者 谷宇 王丽男 《大连理工大学学报(社会科学版)》 北大核心 2025年第6期58-69,共12页
本文应用事件研究法考察了我国央行的外汇宏观审慎政策公告在±1和±7天事件窗口对在岸及离岸人民币汇率的公告效应,及公告效应是否符合逆周期调节汇率的政策意图。结果表明,在抑制汇率贬值的政策公告事件中,外汇风险准备金率... 本文应用事件研究法考察了我国央行的外汇宏观审慎政策公告在±1和±7天事件窗口对在岸及离岸人民币汇率的公告效应,及公告效应是否符合逆周期调节汇率的政策意图。结果表明,在抑制汇率贬值的政策公告事件中,外汇风险准备金率上调事件和某些跨境融资系数上调事件对汇率产生了符合政策意图的、显著的公告效应,且公告效应在±7天事件窗口的显著性要高于±1天的事件窗口;外汇存款准备金率下调事件的公告效应显著,但不符合政策意图。在抑制汇率升值的政策公告事件中,仅外汇风险准备金率下调事件对部分在岸汇率产生合意、显著的公告效应。进一步分析表明,抑制汇率贬值的政策公告事件对在岸汇率和相应期限离岸汇率产生的公告效应较为一致,而抑制汇率升值的政策公告对两市场的影响差异性较大。上述结果表明,仅外汇风险准备金率上调事件能够对在岸和离岸汇率产生合意影响,其他政策公告还无法完全基于信号渠道形成逆周期的政策公告效应。 展开更多
关键词 外汇宏观审慎政策 公告效应 人民币汇率 事件研究法
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美元指数和美国股指对人民币汇率水平及波动的溢出效应研究——基于金融市场日度数据的实证分析
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作者 陆前进 罗婧怡 李欣 《贵州商学院学报》 2025年第1期31-50,共20页
基于CEIC数据库2006—2023年日度金融市场数据,采用ARDL协整模型分析美元指数和美国股指于人民币对美元汇率的溢出效应。美元指数对人民币对美元汇率发挥显著正向影响,美国股指对人民币汇率发挥显著负向影响。美元指数上升引致人民币贬... 基于CEIC数据库2006—2023年日度金融市场数据,采用ARDL协整模型分析美元指数和美国股指于人民币对美元汇率的溢出效应。美元指数对人民币对美元汇率发挥显著正向影响,美国股指对人民币汇率发挥显著负向影响。美元指数上升引致人民币贬值,美国股指上升拉动人民币升值。人民币对美元汇率受到冲击后会快速回归均衡。GARCH(1,1)模型显示美元指数和美国股指的波动会加剧人民币对美元汇率的波动。通过适时调整汇率政策,丰富汇率管理政策工具箱,深化汇率市场化改革,发挥汇率“自动稳定器”功能,加强跨境资本流动监测预警,提高人民币国际化水平,以保持人民币汇率相对稳定。 展开更多
关键词 美元指数 美国股指 人民币汇率 溢出效应
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