Our Institutional Repository is currently undergoing an upgrade. The platform remains accessible for search and consultation. However, user login and content submissions are temporarily disabled. We appreciate your understanding.
AR Model or Machine Learning for Forecasting GDP and Consumer Price for G7 Countries

Vue
Download
Date
2019Author(s)/Corporate Author (s)
United Nations. Economic Commission for Africa;United Nations. Economic Commission for Africa;
Metadata
Afficher la notice complèteRésumé
This paper examines the validity of forecasting economic variables by using machine learning. AI (artificial intelligence) has been improved and entering our society rapidly, and the economic forecast is no exception. In the real business world, AI has been used for economic forecasts, but not so many studies focus on machine learning. Machine learning is focused in this paper and a traditional statistical model, the autoregressive (AR) model is also used for comparison. A comparison of using an AR model and machine learning (LSTM) to forecast GDP and consumer price is conducted using recent cases from G7 countries. The empirical results show that the traditional forecasting AR model is a little more appropriate than the machine learning model, however, there is little difference to forecast consumer price between them
Citation
“United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa (2019). AR Model or Machine Learning for Forecasting GDP and Consumer Price for G7 Countries. Addis Ababa. © UN.ECA. https://hdl.handle.net/10855/47825”Collections
- Economic Development [8123]
Related items
Showing items related by title, author, creator and subject.
Understanding the Relationship between Health and Education for Development in Nigeria
United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. African Institute for Economic Development and Planning(IDEP); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. African Institute for Economic Development and Planning(IDEP)
“Kalu, Chris U.; Abdul-Raheem, Tajudeen; United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. African Institute for Economic Development and Planning(IDEP); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. African Institute for Economic Development and Planning(IDEP) (2018-05). Understanding the Relationship between Health and Education for Development in Nigeria. Policy Brief. No. 007, 4 p.: ill.. Addis Ababa:. © UN. ECA,. https://hdl.handle.net/10855/49836”
Report on progress made by West African states towards attainment of the sustainable development goals
United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office North Africa (SRO-NA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office North Africa (SRO-NA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA)
“United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office North Africa (SRO-NA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office North Africa (SRO-NA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA) (2024-10). Report on progress made by West African states towards attainment of the sustainable development goals. Addis Ababa. © UN. ECA,. https://hdl.handle.net/10855/50517”
Accelerating implementation of the Agreement Establishing the African Continental Free Trade Area in North and West Africa through digital transformation and economic diversification : Concept note
United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA); United Nations. Economic Commission for Africa. Subregional Office South Africa (SRO-SA); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office South Africa (SRO-SA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA)
“United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA); United Nations. Economic Commission for Africa. Subregional Office South Africa (SRO-SA); United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa; United Nations. Economic Commission for Africa. Subregional Office South Africa (SRO-SA); United Nations. Economic Commission for Africa. Subregional Office West Africa (SRO-WA) (2024-09-24). Accelerating implementation of the Agreement Establishing the African Continental Free Trade Area in North and West Africa through digital transformation and economic diversification : Concept note. Addis Ababa:. © UN. ECA,. https://hdl.handle.net/10855/50640”