Yazar "Mammadov, Mammadağha" için Fakülteler listeleme
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Accelerating backpropagation using effective parameters at each step and an experimental evaluation
Mammadov, Mammadağha; Taş, E.; Omay, Rabia Ece (Taylor & Francis LTD, 2008)An acceleration of backpropagation algorithm with momentum (BPM) is introduced. At every stage of the learning process, local quadratic approximation of the error function is performed and the Hessian matrix of the quadratic ... -
Forecasting with the aid of hybrid models, combining neural networks and nonparametric regression models in time series
Mammadov, Mammadağha; Aydın, D. (Vilnius Gediminas Technical University, 2010)The goal of this article is to introduce the hybrid models that combine nonparametric regression and artificial neural networks. Smoothing spline, regression spline and additive regression models are considered as the ... -
An improved version of backpropagation algorithm with effective dynamic learning rate and momentum
Mammadov, Mammadağha; Taş, E. (2006)An improvement of backpropagation algorithm with momentum is introduced. Local quadratic approximation of the error function is performed at every stage of the learning process and the Hessian matrix of the quadratic error ... -
Statistical methods and artificial neural networks
Mammadov, Mammadağha; Yazıcı, Berna; Yolaçan, Ş.; Aslanargun, A.; Yüzer, Ali Fuat; Ağaoğlu, E. (2006)Artificial Neural Networks and statistical methods are applied on real data sets for forecasting, classification, and clustering problems. Hybrid models for two components are examined on different data sets; tourist arrival ...