Using fuzzy neural networks for RMB/USD real exchange rate forecasting

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.

Do the RMB exchange rate and global commodity prices have asymmetric or symmetric effects on China’s stock prices?

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.

RMB Exchange Rate,Overseas Education,and High-Quality Economic Growth

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.

To Accomplish the Unaccomplished Reform： Lessons and Options of RMB Exchange Rate Reform

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.

A Study of Relationship between RMB Exchange Rate and Import-Export Trade Relations before and after Exchange Reform

Exchange rate, as a link between international markets, integrates the economies of all countries. In today's economic globalization, exchange rate plays an important role. It is one of the most effective ways to regulate the international economy, and also one of the most direct means. In this paper, based on the definition, classification and role of exchange rate, the impacts of RMB exchange rate on China's export trade after the "exchange rate reform" were studied, and the measures that China should take to deal with the impact of the continuous appreciation of RMB on imports and exports under the current environment were proposed. This paper hopes to further expand China's foreign trade.

Influence of RMB exchange rate fluctuation on urban-rural income from the perspective of transmission asymmetry

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.

Analysis on RMB Exchange Rate Policy

Based on this global environment, this essay will first present basic concepts of RMB exchange rate policy and its evolutionhistory, then discuss some important challenges from the global perspective that the Chinese government meets in terms of the increasinglyundervalued exchange rate, thirdly argue that China cannot take a substantial appreciation, Finally discuss whether China should take a gradualappreciation by comparing its advantages and disadvantages.

The Reform on RMB Exchange Rate System

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.

The Appreciation Pressure on RMB Yuan and the Adjustment of RMB Exchange Rate Policy

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.

Employment and Wage Effects of RMB Exchange Rate for Manufacturing Sectors in China and the US

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.

Modeling and forecasting exchange rate volatility in Bangladesh using GARCH models:a comparison based on normal and Student's t-error distribution

Background:Modeling exchange rate volatility has remained crucially important because of its diverse implications.This study aimed to address the issue of error distribution assumption in modeling and forecasting exchange rate volatility between the Bangladeshi taka(BDT)and the US dollar($).Methods:Using daily exchange rates for 7 years(January 1,2008,to April 30,2015),this study attempted to model dynamics following generalized autoregressive conditional heteroscedastic(GARCH),asymmetric power ARCH(APARCH),exponential generalized autoregressive conditional heteroscedstic(EGARCH),threshold generalized autoregressive conditional heteroscedstic(TGARCH),and integrated generalized autoregressive conditional heteroscedstic(IGARCH)processes under both normal and Student’s t-distribution assumptions for errors.Results and Conclusions:It was found that,in contrast with the normal distribution,the application of Student’s t-distribution for errors helped the models satisfy the diagnostic tests and show improved forecasting accuracy.With such error distribution for out-of-sample volatility forecasting,AR(2)–GARCH(1,1)is considered the best.

The Influence of Bond Market Opening in Trade Field on RMB Internationalization Foreign Exchange Rate

In order to verify that the open bond market is the most direct choice to promote the internationalization of RMB,the empirical analysis method is used to analyze the impact of bond liberalization on the internationalization of RMB foreign exchange rate.Firstly,the data source processing method of empirical analysis is introduced.Then the dynamic panel data regression model and panel threshold model are built to verify the influence factors of RMB internationalization foreign exchange rate and the influence of debt market opening on RMB foreign exchange rate,respectively.The results show that the opening of the creditor's rights market has a significant positive promoting effect on the internationalization of RMB foreign exchange rate,and the development of the domestic creditor's rights market has a significant promoting effect on the internationalization of RMB foreign exchange rate.The study has a certain role in promoting the status of China's currency in the international community.

TRANSFORM THE MECHANISM OF RENMINBI’S EXCHANGE RATE SYSTEM IN CONFORMITY WITH THE DEMAND OF MARKET ECONOMY——The academic report delivered at the Annual Meeting of NNCIFS on October 1993

Exchange rate functions under systems of centrallyplanned economy and market economy are quite different,and the mechanism to determine such exchange rate is alsodifferent. To adopt a socialist market economic system inChina, the exchange rate mechanism of Renminbi must bethoroughly transformed. To accomplish this goal, I believethere are three problems that must be solved: first,

A Glimpse into a Potential Influencing Factor of China’s Exchange Rate: Social Financing Scale

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.

REALIZATION OF THE RMB'S CONVERTIBILITY UNDER THE CURRENT ACCOUNT AND ITS INFLUENCE

It was approved by the State Council in I984 to establish economicand technological development zones in 14 coastal port cities tofunction as windows for those cities to attract foreign investment,introduce advanced technology and management methods andexpand the export-oriented economy.Since 1992,18 other developmentzones have been approved by the Council,increasing the number ofsuch zones to 32.

Analysis on Forming Reason of RMB Appreciation Expectation

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.

人民币对三种货币汇率波动特征与区域影响分析——基于MSAR模型及Bai-Perron检验

由于汇率时间序列经常呈现出波动的频繁性、非线性与易受国内外因素影响的特点,因此本文利用MSAR模型及Bai-Perron检验分析了人民币对美元、欧元、卢布的汇率波动所处的不同状态及结构性断点来捕捉汇率波动的结构性显著变化。党的二十大报告指出有序推进人民币国际化,人民币国际化先从区域化开始,人民币影响力的体现是人民币汇率波动对其他国家汇率波动有显著的作用,这种作用相对主要国际货币如美元、日元、欧元、英镑等相当或影响更大,因此选取与我国贸易往来密切的周边东南亚及亚太等八个国家的货币汇率波动作为分析对象,同样运用MSAR模型进行实证检验。结果表明,人民币汇率对以上选取货币汇率具有两种状态的明显转换特点,且人民币汇率波动在升值和贬值两种状态下对其他货币的升值和贬值起到一定的作用,这种作用与国际货币相当,人民币在周边区域表现出一定的影响力。

China's Exchange Rate and Financial Repression:The Conflicted Emergence of the RMB as an International Currency

Instability in the worm dollar standard, as most recently manifested in the US Federal Reserve＇s near-zero interest rate policy, has caused consternation in emerging markets with naturally higher interest rates. China has been provoked into speeding RMB ＂internationalization ＂; that is, opening up domestic financial markets to reduce its dependence on the US dollar for invoicing trade and making international payments. However, despite rapid percentage growth in offshore financial markets in RMB, the Chinese authorities are essentially trapped into maintaining exchange controls （reinforced by financial repression in domestic interest rates） to avoid an avalanche of foreign capital inflows that would threaten inflation and asset price bubbles by driving nominal interest rates on RMB assets down further. Because a floating （appreciating） exchange rate could attract even more hot money inflows, the People＇s Bank of China should focus on keeping the yuan/dollar rate stable so as to encourage naturally high wage increases to help balance China ＂s international competitiveness. However, further internationalization of the RMB, as with the proposed Shanghai pilot free trade zone, is best deferred until world interest rates rise to more normal levels.

Copula-Based Risk Management Models for Multivariable RMB Exchange Rate in the Process of RMB Internationalization

This paper investigates the dependence of the exchange rate of onshore Renminbi(RMB)and offshore RMB against US dollar(i.e., CNY and CNH) based on copula models. Eleven different copulas were selected to construct multivariate distribution and estimate the value-at-risk for RMB exchange rate. Empirical results show that time-invariant Student-t copula is the best model to fit the sample data. The positive upper and lower dependence indicates that CNY and CNH series tend to move in the same direction. Moreover, the dependence between the two exchange rates is asymmetric,which means that traditional models, such as Pearson's correlation, are inappropriate to measure the correlations between these markets. The best fitted model is chosen to estimate the financial risk,which can help business practitioners and policymakers track risk evolution and make good decisions.