Issue |
ITM Web of Conferences
Volume 6, 2016
6th Seminar on Industrial Control Systems: Analysis, Modeling and Computation
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Article Number | 02001 | |
Number of page(s) | 5 | |
Section | Artificial Intelligence | |
DOI | https://doi.org/10.1051/itmconf/20160602001 | |
Published online | 25 March 2016 |
Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm
1 Ryazan State Radio Engineering University, 390005 Ryazan, Russia
2 Moscow Technological Institute, 119334 Moscow, Russia
a Corresponding author: liliya.demidova@rambler.ru
The algorithm which carries out the multiobjective optimization at realization of the modified clonal selection algorithm based on the use of the notion «Pareto set» when the parental population of antibodies should be created for development of the forecasting models on the base of the strictly binary trees has been offered. Two indicators of quality of the forecasting model – the affinity indicator based on the calculation of the average forecasting error rate, and the tendencies discrepancy indicator – are applied in the role of the objective functions. The results of experimental studies which confirm the efficiency of application of the offered algorithm have been given.
© Owned by the authors, published by EDP Sciences, 2016
This is an Open Access article distributed under the terms of the Creative Commons Attribution License 4.0, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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