2 papers
cs.NE2014
Initialization of multilayer forecasting artifical neural networks
Vladimir V. Bochkarev, Yulia S. Maslennikova
In this paper, a new method was developed for initialising artificial neural networks predicting dynamics of time series. Initial weighting coefficients were determined for neurons…
cs.NE2014
Training Algorithm for Neuro-Fuzzy Network Based on Singular Spectrum Analysis
Yulia S. Maslennikova, Vladimir V. Bochkarev
In this article, we propose a combination of an noise-reduction algorithm based on Singular Spectrum Analysis (SSA) and a standard feedforward neural prediction model. Basically, t…