Berlin 2015 – wissenschaftliches Programm
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BP: Fachverband Biologische Physik
BP 55: Networks: From Topology to Dynamics II (joint DY/BP/SOE)
BP 55.3: Vortrag
Freitag, 20. März 2015, 10:00–10:15, BH-N 128
Symbolic Regression and Network Analysis for the prediction of El Nino — •Markus Abel1, Markus Quade1, Ruggero Vasile1, Avi Goz2, Shlomo Havlin3, and Armin Bunde4 — 1Ambrosys GmbH, Albert-Einstein Str. 1-5 Potsdam, Germany — 2Department of Solar Energy & Environmental Physics, Ben-Gurion University, Jerusalem, Israel — 3Department of Physics Bar-Ilan University Ramat-Gan 52900 Israel — 4Institute For Theoretical Physics, University of Giessen, Germany
In the context of the modeling of dynamical systems, statistical analysis and data-based modeling is a hihgly promising method. We use symbolic regression, in particular genetic programming and nonparamtric regression to find effective models for the prediction of el Nino events. The data used consist of a novel method to form a network from the correlations of grid points in the El Nino basin. We compare our results with existing methods. Depending on the method used a predictive power of up to 100% is achieved, i.e. all events are correctly predicted.