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Publication details

Document type
Journal articles

Document subtype
Full paper

Title
Comparing Machine Learning Methods for Classifying Plant Drought Stress from Leaf Reflectance Spectra in Arabidopsis thaliana

Participants in the publication
Ana Barradas (Author)
Pedro M.P. Correia (Author)
Sara Silva (Author)
Dep. Informática
LASIGE
Pedro Mariano (Author)
LASIGE
Margarida Calejo Pires (Author)
Ana Rita Matos (Author)
Anabela Bernardes da Silva (Author)
Dep. Biologia Vegetal
BioISI
Jorge Marques da Silva (Author)
Dep. Biologia Vegetal
BioISI

Date of Publication
2021-07-11

Institution
FACULDADE DE CIÊNCIAS DA UNIVERSIDADE DE LISBOA

Where published
Applied Sciences

Publication Identifiers
ISSN - 2076-3417

Publisher
MDPI AG

Volume
11
Number
14

Starting page
6392

Document Identifiers
DOI - https://doi.org/10.3390/app11146392
URL - http://dx.doi.org/10.3390/app11146392

Rankings
SCIMAGO Q1 (2019) - 0.418 - Materials Science (miscellaneous) (Q2)
SCIMAGO Q1 (2019) - 0.418 - Computer Science Applications (Q3)

Keywords
Arabidopsis thaliana; water stress; soil water content; reflectance spectra; plant phenotyp- ing; artificial intelligence; machine learning; decision trees; random forests; extreme gradient boosting

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APA
Ana Barradas, Pedro M.P. Correia, Sara Silva, Pedro Mariano, Margarida Calejo Pires, Ana Rita Matos, Anabela Bernardes da Silva, Jorge Marques da Silva, (2021). Comparing Machine Learning Methods for Classifying Plant Drought Stress from Leaf Reflectance Spectra in Arabidopsis thaliana. Applied Sciences, 11, ISSN 2076-3417. eISSN . http://dx.doi.org/10.3390/app11146392

IEEE
Ana Barradas, Pedro M.P. Correia, Sara Silva, Pedro Mariano, Margarida Calejo Pires, Ana Rita Matos, Anabela Bernardes da Silva, Jorge Marques da Silva, "Comparing Machine Learning Methods for Classifying Plant Drought Stress from Leaf Reflectance Spectra in Arabidopsis thaliana" in Applied Sciences, vol. 11, 2021. 10.3390/app11146392

BIBTEX
@article{52066, author = {Ana Barradas and Pedro M.P. Correia and Sara Silva and Pedro Mariano and Margarida Calejo Pires and Ana Rita Matos and Anabela Bernardes da Silva and Jorge Marques da Silva}, title = {Comparing Machine Learning Methods for Classifying Plant Drought Stress from Leaf Reflectance Spectra in Arabidopsis thaliana}, journal = {Applied Sciences}, year = 2021, volume = 11 }