Utilization of Explainable Machine Learning Algorithms for Determination of Important Features in ‘Suncrest’ Peach Maturity Prediction

Utilization of Explainable Machine Learning Algorithms for Determination of Important Features in ‘Suncrest’ Peach Maturity Prediction

Peaches (<i>Prunus persica</i> (L.) Batsch) are a popular fruit in Europe and Croatia. Maturity at harvest has a crucial influence on peach fruit quality, storage life, and consequently consumer acceptance. The main goal of this study is to develop a machine learning model that will dete...

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Bibliographic Details
Main Authors: Dejan Ljubobratović, Marko Vuković, Marija Brkić Bakarić, Tomislav Jemrić, Maja Matetić
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Electronics
Subjects:
machine learning
imbalanced datasets
peach maturity
variable importance
interpretable machine learning
random forest
Online Access:https://www.mdpi.com/2079-9292/10/24/3115

Internet

https://www.mdpi.com/2079-9292/10/24/3115

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