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Green mathematics: Benefits of including biological variation in your data analysis
- Source :
- Acta Agriculturae Slovenica 105 (2015) 1, Acta agriculturae Slovenica, Acta Agriculturae Slovenica, Vol 105, Iss 1, Pp 157-164 (2015), Acta Agriculturae Slovenica, 105(1), 157-164
- Publication Year :
- 2015
-
Abstract
- Biological variation is omnipresent in nature. It contains useful information that is neglected by the usually applied statistical procedures. To extract this information special procedures have to be applied. Biological variation is seen in properties (e.g. size, colour, firmness), but the underlying issue is almost always to the variation in development or maturity in a batch of individuals generated by small scale environmental differences. The principles of assessing biological variation in batches of individuals are explained without putting emphasis on mathematical details. Obtained explained parts increase from about 60 to 80 % for the usual approach to 95 when the biological variation is taken into account. When technical variation or measuring error is small even 99 % can be achieved. The benefit of the presented technology is highlighted based on a number of already published studies covering the colour of apples during growth and storage and the firmness of cut tomatoes during storage
- Subjects :
- data analysis
Indexed nonlinear regression
lcsh:Agriculture
Biological variation
Biological property
Statistics
Colour of apples
tomatoes
Mixed effects nonlinear regression
apples
biological properties
biodiversity
Water Science and Technology
Mathematics
Firmness of tomatoes
mathematics
Scale (chemistry)
lcsh:S
Horticulture & Product Physiology
PE&RC
biological differences
Variation (linguistics)
statistical methods
Crop quality
Biological shift factor
measurement
General Agricultural and Biological Sciences
Tuinbouw & Productfysiologie
data processing
Subjects
Details
- Language :
- English
- ISSN :
- 15819175
- Database :
- OpenAIRE
- Journal :
- Acta Agriculturae Slovenica 105 (2015) 1, Acta agriculturae Slovenica, Acta Agriculturae Slovenica, Vol 105, Iss 1, Pp 157-164 (2015), Acta Agriculturae Slovenica, 105(1), 157-164
- Accession number :
- edsair.doi.dedup.....18603c0c7f63286ac77d51463458febe