Time Series Pattern Recognition via SoftComputing

Created by W.Langdon from gp-bibliography.bib Revision:1.8010

@InProceedings{Kotyrba:2011:3PGCIC,

• author = "Martin Kotyrba and Zuzana Oplatkova and Eva Volna and Roman Senkerik and Vaclav Kocian and Michal Janosek",
• title = "Time Series Pattern Recognition via SoftComputing",
• booktitle = "International Conference on P2P, Parallel, Grid, Cloud and Internet Computing (3PGCIC 2011)",
• year = "2011",
• month = "26-28 " # oct,
• pages = "384--389",
• address = "Barcelona",
• size = "6 pages",
• abstract = "In this paper we develop two methods that are able to analyse and recognise patterns in time series. The first model is based on analytic programming (AP), which belongs to soft computing. AP is based as well as genetic programming on the set of functions, operators and so-called terminals, which are usually constants or independent variables. The second one uses an artificial neural network that is adapted by back propagation. Artificial neural networks are suitable for pattern recognition in time series mainly because of learning only from examples. There is no need to add additional information that could bring more confusion than recognition effect. Neural networks are able to generalise and are resistant to noise. On the other hand, it is generally not possible to determine exactly what a neural network learnt and it is also hard to estimate possible recognition error. They are ideal especially when we do not have any other description of the observed series. This paper also includes experimental results of time series pattern recognition carried out with both mentioned methods, which have proven their suitability for this type of problem solving.",
• keywords = "genetic algorithms, genetic programming, analytic programming, artificial neural network, pattern recognition, problem solving, soft computing, time series, neural nets, pattern recognition, problem solving, time series",
• DOI = "doi:10.1109/3PGCIC.2011.72",
• notes = "Also known as \cite{6154911}",

}

Genetic Programming entries for Martin Kotyrba Zuzana Oplatkova Eva Volna Roman Senkerik Vaclav Kocian Michal Janosek

Citations