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A short review on the application of computational intelligence and machine learning in the bioenvironmental sciences

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Abstract
This paper aims to provide a short review on the application of computational intelligence (CI) and machine learning (ML) in the bioenvironmental sciences. To clearly illustrate the current status, we limit our focus to some key approaches, namely fuzzy systems (FSs), artificial neural networks (ANNs) and genetic algorithms (GAs) as well as some ML methods. The trends in the application studies are categorized based on the targets of the model such as animal, fish, plant, soil and water. We give an overview of specific topics in the bioenvironmental sciences on the basis of the review papers on model comparisons in the field. The summary of the modelling approaches with respect to their aim and potential application fields can promote the use of CI and ML in the bioenvironmental sciences.
Keywords
predictive modelling, knowledge-based modelling, spatiotemporal modelling, biology, environment, CLASSIFICATION, MANAGEMENT, SUPPORT, MODELS

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Chicago
Fukuda, Shinji, and Bernard De Baets. 2012. “A Short Review on the Application of Computational Intelligence and Machine Learning in the Bioenvironmental Sciences.” In 6th International Conference on Soft Computing and Intelligent Systems, and the 13th International Symposium on Advanced Intelligence Systems, 106–110. New York, NY, USA: IEEE.
APA
Fukuda, S., & De Baets, B. (2012). A short review on the application of computational intelligence and machine learning in the bioenvironmental sciences. 6th International conference on soft computing and intelligent systems, and the 13th international symposium on advanced intelligence systems (pp. 106–110). Presented at the 6th International conference on Soft Computing and Intelligent Systems (SCIS) ; 13th International symposium on Advanced Intelligence Systems (ISIS), New York, NY, USA: IEEE.
Vancouver
1.
Fukuda S, De Baets B. A short review on the application of computational intelligence and machine learning in the bioenvironmental sciences. 6th International conference on soft computing and intelligent systems, and the 13th international symposium on advanced intelligence systems. New York, NY, USA: IEEE; 2012. p. 106–10.
MLA
Fukuda, Shinji, and Bernard De Baets. “A Short Review on the Application of Computational Intelligence and Machine Learning in the Bioenvironmental Sciences.” 6th International Conference on Soft Computing and Intelligent Systems, and the 13th International Symposium on Advanced Intelligence Systems. New York, NY, USA: IEEE, 2012. 106–110. Print.
@inproceedings{8553660,
  abstract     = {This paper aims to provide a short review on the application of computational intelligence (CI) and machine learning (ML) in the bioenvironmental sciences. To clearly illustrate the current status, we limit our focus to some key approaches, namely fuzzy systems (FSs), artificial neural networks (ANNs) and genetic algorithms (GAs) as well as some ML methods. The trends in the application studies are categorized based on the targets of the model such as animal, fish, plant, soil and water. We give an overview of specific topics in the bioenvironmental sciences on the basis of the review papers on model comparisons in the field. The summary of the modelling approaches with respect to their aim and potential application fields can promote the use of CI and ML in the bioenvironmental sciences.},
  author       = {Fukuda, Shinji and De Baets, Bernard},
  booktitle    = {6th International conference on soft computing and intelligent systems, and the 13th international symposium on advanced intelligence systems},
  isbn         = {9781467327428},
  language     = {eng},
  location     = {Kobe, Japan},
  pages        = {106--110},
  publisher    = {IEEE},
  title        = {A short review on the application of computational intelligence and machine learning in the bioenvironmental sciences},
  url          = {http://dx.doi.org/10.1109/scis-isis.2012.6505311},
  year         = {2012},
}

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