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In this paper we present a Feed-Foward Neural Networks Autoregressive (FFNN-AR) model with genetic algorithms training optimization in order to predict the gross domestic product growth of six countries. Specifically we propose a kind of weighted regression, which can be used for econometric...
Persistent link: https://www.econbiz.de/10013137781
In this paper we present an autoregressive model with neural networks modeling and standard error backpropagation algorithm training optimization in order to predict the gross domestic product (GDP) growth rate of four countries. Specifically we propose a kind of weighted regression, which can...
Persistent link: https://www.econbiz.de/10013137783
In this paper we propose and examine new approaches in smoothing transition autoregressive (STAR) models. Firstly, a new STAR function is proposed, which is the hyperbolic tangent sigmoid function. Secondly, we propose Feed-Forward Neural Networks Smoothing Transition Autoregressive (FFNN-STAR)...
Persistent link: https://www.econbiz.de/10013138095
Purpose – The purpose of this paper is to examine two different approaches in the prediction of the economic recession periods in the US economy.Design/methodology/approach – A logit regression was applied and the prediction performance in two out-of-sample periods, 2007-2009 and 2010 was...
Persistent link: https://www.econbiz.de/10013138096
In this paper we present the Radial Basis Neural Network Function. We examine some simple numerical examples of time-series in economics and finance. The forecasting performance is significant superior, especially in financial time-series, to traditional econometric modeling indicating that...
Persistent link: https://www.econbiz.de/10013138753
In this paper we present, propose and examine additional membership functions. There is no reason why more functions cannot be proposed. More specifically, we present the tangent hyperbolic, Gaussian and Generalized bell functions. Because Smoothing Transition Autoregressive (STAR) models follow...
Persistent link: https://www.econbiz.de/10013138756
In this paper we provide MATLAB routines for two major used trading rules, the moving average indicator and MACD oscillator as also the GARCH univariate regression with Monte Carlo simulations and wavelets decomposition, which is an update of an older algorithm
Persistent link: https://www.econbiz.de/10013153142
In this paper we present Markowitz finance portfolio theory and efficient frontier with no bootstrap simulation , with single ordinary bootstrap and finally with double bootstrap simulation and we conclude that there are significant differences between those estimations. We prefer bootstrap...
Persistent link: https://www.econbiz.de/10013153165