COVID-19 and commodity effects monitoring using financial & machine learning models

• DOI: 10.1016/j.sciaf.2023.e01856
• Publication Date: 2023-08-09T01:51:43Z
• Authors: Yasir Shah; Yumin Liu; Faiza Shah; Fadia Shah; Muhammad Islam Satti; Evans Asenso; Mohammad Shabaz; Azeem Irshad
• Keywords: Renminbi; Liberian dollar; Commodity market; Market data; Stock (firearms)

This article focuses on examining the effects of COVID-19 pandemic and gold prices stock market. It primarily analyzes relationship between cases market prices, along with impact various commodity elements such as gold, oil, Chinese RMB, US Dollar prices. These are considered essential indicators a country's financial health, study investigates how increase in affects these elements. The research incorporates models, machine learning algorithms, Gaussian mixture model for data analysis comparison. findings shed light correlation virus, trading outcomes, importance Karachi Stock Exchange-100 index preventing crashes. also explores implications emergencies finance sector provides insights future predictions social disasters economy.