Using Grammar-based Genetic Programming to Determine Characteristics of Multiple Infections and Environmental Factors in the Development of Allergies and Asthma
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- @InProceedings{Veiga:2015:CEC,
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author = "Rafael Veiga and Joao Marcos {de Freitas} and
Heder Bernardino and Helio Barbosa and Neuza Alcatara-Neves",
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title = "Using Grammar-based Genetic Programming to Determine
Characteristics of Multiple Infections and
Environmental Factors in the Development of Allergies
and Asthma",
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booktitle = "Proceedings of 2015 IEEE Congress on Evolutionary
Computation (CEC 2015)",
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year = "2015",
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editor = "Yadahiko Murata",
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pages = "1604--1611",
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address = "Sendai, Japan",
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month = "25-28 " # may,
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publisher = "IEEE Press",
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keywords = "genetic algorithms, genetic programming",
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isbn13 = "978-1-4799-7491-7",
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DOI = "doi:10.1109/CEC.2015.7257079",
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abstract = "In recent decades asthma and allergies had great
increase worldwide, being currently a serious global
health problem. The causes of these disorders are
unknown, but the most accepted hypothesis is that
improving hygiene and reducing infections may be the
main cause of this increase. Both asthma and allergies
are complex diseases with strong environmental
influence, so the use of versatile tools such as
genetic programming can be important in the
understanding of those conditions. We applied genetic
programming to data obtained from 1296 children. Data
related to chronic viral infections and environmental
factors were used to classify in asthmatic and
non-asthmatic, IgE and SPT in order to assess allergy.
For asthma, viral infections were not relevant while
for IgE and SPT they were. The use of genetic
programming is shown to be a powerful tool to help
understand those conditions.",
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notes = "1650 hrs 15521 CEC2015",
- }
Genetic Programming entries for
Rafael Valente Veiga
Joao Marcos de Freitas
Heder Soares Bernardino
Helio J C Barbosa
Neuza Alcatara-Neves
Citations