Forecasting Model Based on Information-Granulated GA-SVR and ARIMA for Producer Price Index

The accuracy of predicting the Producer Price Index(PPI)plays an indispensable role in government economic work.However,it is difficult to forecast the PPI.In our research,we first propose an unprecedented hybrid model based on fuzzy information granulation that integrates the GA-SVR and ARIMA(Autoregressive Integrated Moving Average Model)models.The fuzzy-information-granulation-based GA-SVR-ARIMA hybrid model is intended to deal with the problem of imprecision in PPI estimation.The proposed model adopts the fuzzy information-granulation algorithm to pre-classification-process monthly training samples of the PPI,and produced three different sequences of fuzzy information granules,whose Support Vector Regression(SVR)machine forecast models were separately established for their Genetic Algorithm(GA)optimization parameters.Finally,the residual errors of the GA-SVR model were rectified through ARIMA modeling,and the PPI estimate was reached.Research shows that the PPI value predicted by this hybrid model is more accurate than that predicted by other models,including ARIMA,GRNN,and GA-SVR,following several comparative experiments.Research also indicates the precision and validation of the PPI prediction of the hybrid model and demonstrates that the model has consistent ability to leverage the forecasting advantage of GA-SVR in non-linear space and of ARIMA in linear space.

Production Chain Length and PPI-CPI Divergence:Analysis Based on the Global Input-output Price Model

Productivity and international energy price shocks are reflected in PPI and CPI via industrial chains.China’s in-depth participation into the global value chains has increasingly lengthened its industrial production chains.The question is how the changing length of production chains will affect CPI and PPI,as well as CPI-PPI correlation?By constructing a global input-output price model,this paper offers a theoretical discussion on the impact of production chain length on the CPI-PPI divergence.Our findings suggest that the price shock of international bulk commodities has a greater impact on China’s PPI than that on CPI.The effects on both China’s PPI and CPI estimated by using the single-country input-output model are higher than the results estimated with the global input-output model.However,the difference between CPI and PPI variations estimated with the global input-output model is greater than the result estimated with the single-country input-output model,which supports the view that the lengthening of production chains,especially international production chains,leads to a divergence between CPI and PPI.Empirical results based on cross-national panel data also suggest that the lengthening of production chains has reduced the CPI-PPI correlation for countries,i.e.the lengthening of production chains has increased the PPI-CPI divergence.That is to say,policymakers should target not just CPI in maintaining price stability,but instead focus on the stability of both PPI and CPI.Efforts can be made to proactively adjust the price index system,and formulate the industrial chain price index.

Speeding Up Corporate Cost Cuts

According to recent figures from the National Bureau of Statistics,in October,the consumer price index,which gauges the overall cost of living,grew 2.1 percent in China,which was 0.2 percentage points higher than that in September.Furthermore,the producer price index,

China's Exchange Rate Movements and Corporate Currency Invoicing Strategies

Since China introduced a new managed floating exchange rate regime in 2005, the persistent appreciation of the renminbi against the US dollar has led Chinese firms to reassess their choice of invoice currency among the dollar and other international alternatives to price their exports. The present paper performs a systematic invoice currency analysis by surveying the published literature, summarizing criteria for decision-making, and evaluating the choices available to Chinese exporters implementing currency invoicing strategies to maximize expected profits. This study finds that the euro could play an increasing role as the invoice currency of Chinese firms, although the US dollar will still play a dominant role. Chinese exporters might shift gradually from the dollar to the euro in the face of the falling dollar, balancing between the two by necessity.

ECONOMY

Inflation Indexes China’s consumer prices grew 1.4percent in 2015 from one year earlier,below the government’s 3-percen cap set for the year,according to data released by National Bureau of Statistics（NBS）on January 9.The growth in the consumer price index（CPI）,the main gauge of inflation,was also below the2-percent increase registered in2014.