RMB/USD Exchange Rate Forecasting and Analysis by SES and ARIMA Model
DOI:
https://doi.org/10.54097/jryene75Keywords:
Simple Exponential Smoothing, Autoregressive Integrated Moving, RMB/USD Exchange rate, time series modelAbstract
The RMB/USD exchange rate is important in the worldwide financial sector. Predicting the future RMB/USD exchange rate is critical in such circumstances. Forecasting the RMB/USD exchange rate effectively can assist people in analyzing the economic situation and avoiding financial dangers. This research proposes two statistical models, Simple Exponential Smoothing (SES) model and Autoregressive Integrated Moving (ARIMA) model, for forecasting the RMB/USD exchange rate, and then discovers a better model for forecasting exchange rates. To find a better model, forecast value with accuracy, and uncertainty and model limitation are compared. We find that although SES model shows a better accuracy, the residual check and uncertainty shows ARIMA is a better forecast. Moreover, ARIMA is more complex and has relatively less limitations for RMB/USD exchange rate. Thus, Autoregressive Integrated Moving model is a better forecast compared with Simple Exponential Smoothing model.
Downloads
References
Pengfei Liu, Ze Wang, Daoqun Liu, Jingyang Wang, Tiezhu Wang, A CNN-STLSTM-AM model for forecasting USD/RMB exchange rate, 2023, 2307-1877.
Holger Haldenwang, George Yuan, Zhiping Jiang, FFIT 2022: Proceedings of the International Conference on Financial Innovation, FinTech and Information Technology, 2022, 28-30.
Eva Ostertagová, Oskar Ostertag, The Simple Exponential Smoothing Model, Technical university of Košice, 2011.
Hyndman, R. J. Data for "forecasting: principles and practice". London Bowker Saur Pharo, 2013.
S.L. Ho, M. XIE The Use of ARIMA Models for Reliability Forecasting and Analysis, 1998.
Rob J. Hyndman, Another look at measures of forecast accuracy, 2006.
Robert Nau, Statistical forecasting: notes on regression and time series analysis, Duke University, 2020.
Handanhal V. Ravinder, Forecasting with Exponential Smoothing Whats the Right Smoothing Constant? Montclair State University, 2013.
Linkedin, What are the advantages and disadvantages of exponential smoothing over other forecasting methods? URL: https://www.linkedin.com/advice/1/what-advantages-disadvantages-exponential, last accessed 2023/8/17.
Adam Solomon, 4 Ways to Forecast Currency Exchange Rates, URL: https://www.exchangerates.org.uk/articles/1339/4-ways-to-forecast-currency-exchange-rates.html, last accessed 2023/8/17.
Downloads
Published
Issue
Section
License

This work is licensed under a Creative Commons Attribution-NonCommercial 4.0 International License.






