Abstract The foreign exchange markets, renowned as the largest financial markets globally, also stand out one of most intricate due to their substantial volatility, nonlinearity, and irregular nature. Owing these challenging attributes, various research endeavors have been undertaken effectively forecast future currency prices in with precision. studies performed built models utilizing statisti...