Initialization of multilayer forecasting artifical neural networks

no code implementations • 23 Oct 2014 • Vladimir V. Bochkarev, Yulia S. Maslennikova

In this paper, a new method was developed for initialising artificial neural networks predicting dynamics of time series.

Time Series Time Series Analysis

Training Algorithm for Neuro-Fuzzy Network Based on Singular Spectrum Analysis

no code implementations • 5 Oct 2014 • 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.

Time Series Time Series Analysis