Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm
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 bin...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
EDP Sciences
2016-01-01
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| Series: | ITM Web of Conferences |
| Online Access: | http://dx.doi.org/10.1051/itmconf/20160602001 |
| _version_ | 1819158016023330816 |
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| author | Astakhova Nadezhda Demidova Liliya |
| author_facet | Astakhova Nadezhda Demidova Liliya |
| author_sort | Astakhova Nadezhda |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-12-22T16:17:57Z |
| format | Article |
| id | doaj.art-e6df89cc9ef24cbcaf23d73931f99ad1 |
| institution | Directory Open Access Journal |
| issn | 2271-2097 |
| language | English |
| last_indexed | 2024-12-22T16:17:57Z |
| publishDate | 2016-01-01 |
| publisher | EDP Sciences |
| record_format | Article |
| series | ITM Web of Conferences |
| spelling | doaj.art-e6df89cc9ef24cbcaf23d73931f99ad12022-12-21T18:20:19ZengEDP SciencesITM Web of Conferences2271-20972016-01-0160200110.1051/itmconf/20160602001itmconf_ics2016_02001Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithmAstakhova Nadezhda0Demidova LiliyaRyazan State Radio Engineering UniversityThe 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.http://dx.doi.org/10.1051/itmconf/20160602001 |
| spellingShingle | Astakhova Nadezhda Demidova Liliya Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm ITM Web of Conferences |
| title | Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm |
| title_full | Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm |
| title_fullStr | Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm |
| title_full_unstemmed | Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm |
| title_short | Using of the notion «Pareto set» for development of the forecasting models based on the modified clonal selection algorithm |
| title_sort | using of the notion pareto set for development of the forecasting models based on the modified clonal selection algorithm |
| url | http://dx.doi.org/10.1051/itmconf/20160602001 |
| work_keys_str_mv | AT astakhovanadezhda usingofthenotionparetosetfordevelopmentoftheforecastingmodelsbasedonthemodifiedclonalselectionalgorithm AT demidovaliliya usingofthenotionparetosetfordevelopmentoftheforecastingmodelsbasedonthemodifiedclonalselectionalgorithm |