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Applications of Feed-Forward Neural Networks with Error Backpropagation Algorithm and Non-Linear Methods in MATLAB

Giovanis, Eleftherios Applications of Feed-Forward Neural Networks with Error Backpropagation Algorithm and Non-Linear Methods in MATLAB. Working Paper # /2010

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Abstract

In this paper we examine and present the methodology of feed-forward neural networks with error backpropagation algorithm and non-linear methods. We test some applications of time-series analysis in economics. The first part is consisted by applications following the traditional approach of neural networks. In the second part we propose a weighted input regression. Additionally, we present full programming routines in MATLAB in order to replicate the results and for further research applications, modifications, expansions and improvements.

Item Type: Working Paper (Working Paper)
Identification Number: 10.2139/ssrn.1667438
Uncontrolled Keywords: Keywords: Feed-Forward Neural Networks, Error Backpropagation Algorithm, Non-Linear Methods, Time-Series, Inflation Rate, Treasury Bills, Forecast, MATLAB - JEL Classification: C22, C45, C53, C63, G10
Subjects: H Social Sciences > HB Economic Theory
Research Area: Economics and Institutional Change
Depositing User: Ms T. Iannizzi
Date Deposited: 08 Jul 2013 14:04
Last Modified: 24 Jan 2014 14:20
URI: http://eprints.imtlucca.it/id/eprint/1631

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