Plant Phenomics · 2021 · 39 citations · 70 references
Life SciencesBotanyPlant BiologyField PhenotypingPlant CytologyStructural BiologyCrop PhenotypingHigh-throughput PhenotypingPhenotypic CharacterizationRoot DevelopmentRoot MorphologyRoot PhenotypingFunctional-structural Plant ModelingFunctional-structural Root ModelsHigh-throughput Root PhenotypingPhenotypic Variance ComponentsRoot ArchitectureRoot Architecture TraitsRoot Diameter AnalysisRoot Growth Angle
estimate different subsets of the constituent phenes; they however do not provide any information regarding the underlying phene states. Estimates of phene aggregates are not unique representations of underlying constituent phenes: multiple phenotypes having phenes in different states could have similar aggregate metrics. Root growth angle is an important phene which is susceptible to measurement errors when 2D projection methods are used. Metrics that aggregate phenes which are complex functions of root growth angle and other phenes are also subject to measurement errors when 2D projection methods are used. These results support the hypothesis that estimates of phenes are more useful than metrics aggregating multiple phenes for phenotyping root architecture. We propose that these concepts are broadly applicable in phenotyping and phenomics.
70
Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
RANDOM FORESTS FOR CLASSIFICATION IN ECOLOGY
D. Richard Cutler, Thomas C. Edwards, Karen H. Beard et al. · Ecology · 2007 · 4.8K citations
Yield Trends Are Insufficient to Double Global Crop Production by 2050
D. K. Ray, Nathaniel D. Mueller, Paul West et al. · PLoS ONE · 2013 · 3.4K citations · Full text
Roots of the Second Green Revolution
Jonathan P. Lynch · Australian Journal of Botany · 2007 · 1.3K citations
Agriculture, Agronomy, Crop Sciences +17