Hyperspectral Leaf Reflectance as Proxy for Photosynthetic Capacities: An Ensemble Approach Based on Multiple Machine Learning Algorithms
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Title
Hyperspectral Leaf Reflectance as Proxy for Photosynthetic Capacities: An Ensemble Approach Based on Multiple Machine Learning Algorithms
Authors
Keywords
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Journal
Frontiers in Plant Science
Volume 10, Issue -, Pages -
Publisher
Frontiers Media SA
Online
2019-06-03
DOI
10.3389/fpls.2019.00730
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- Plant phenomics and the need for physiological phenotyping across scales to narrow the genotype-to-phenotype knowledge gap
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- (2012) Tracy Lawson et al. CURRENT OPINION IN BIOTECHNOLOGY
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