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The authors suggest a new hybrid neural network which is a combination of the standard RBF neural network, a genetic algorithm, and a moving average.The moving average is supposed to enhance the outputs of the network using the error part of the original neural network.This report provides exchange rate information under Section 613 of Public Law 87-195 dated September 4, 1961 ( (b)) which gives the Secretary of the Treasury sole authority to establish the exchange rates for all foreign currencies or credits reported by all agencies of the government. The rates provided in this report are not meant to be used by the general public for conducting foreign currency conversion transactions.The primary purpose is to ensure that foreign currency reports prepared by agencies are consistent with regularly published Treasury foreign currency reports regarding amounts stated in foreign currency units and U. This paper deals with application of quantitative soft computing prediction models into financial area as reliable and accurate prediction models can be very helpful in management decision-making process.The real exchange rate (RER) is the purchasing power of a currency relative to another at current exchange rates and prices.It is the ratio of the number of units of a given country's currency necessary to buy a market basket of goods in the other country, after acquiring the other country's currency in the foreign exchange market, to the number of units of the given country's currency that would be necessary to buy that market basket directly in the given country.The home country is where a company is headquartered.

For example, the purchasing power of the US dollar relative to that of the euro is the dollar price of a euro (dollars per euro) times the euro price of one unit of the market basket (euros/goods unit) divided by the dollar price of the market basket (dollars per goods unit), and hence is dimensionless.The forward exchange rate refers to an exchange rate that is quoted and traded today but for delivery and payment on a specific future date.In some areas of Europe and in the retail market in the United Kingdom, EUR and GBP are reversed so that GBP is quoted as the fixed currency to the euro.Forex markets are among the most active markets in the world in terms of dollar volume.The participants include large banks, multinational corporations, governments, and speculators.

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