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Social and Behavioral Sciences

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Central Bank of Nigeria

2016

Bootstrap

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Full-Text Articles in Business

On Building Inference For The Statistical Neural Network With Application To Naira-Dollar Exchange Rate Efficiency: A Bootstrap Approach, Christopher Godwin Udomboso Dr, Francisco U. Saliu Dec 2016

On Building Inference For The Statistical Neural Network With Application To Naira-Dollar Exchange Rate Efficiency: A Bootstrap Approach, Christopher Godwin Udomboso Dr, Francisco U. Saliu

CBN Journal of Applied Statistics (JAS)

In this study, we developed an inference procedure for the neural network using the bootstrap approach, and applied it to the market efficiency of the Nigerian exchange rate. Data used are exchange rate values from 2001 to 2015. We conducted a test on the market efficiency hypothesis, including test for relevance of individual and joint network inputs using method of partial derivative. The network architecture used is the multilayer perceptron. A valid statistical inference based on the estimated Statistical Neural Network was conducted using a well-known statistical resampling technique. Test of hypothesis that input or groups of inputs are relevant …