Combining Environmental Variables and Machine Learning Methods to Determine the Most Significant Factors Influencing Honey Production

Combining Environmental Variables and Machine Learning Methods to Determine the Most Significant Factors Influencing Honey Production

Bees are crucial for food production and biodiversity. However, extreme weather variation and harsh winters are the leading causes of colony losses and low honey yields. This study aimed to identify the most important features and predict Total Honey Harvest (THH) by combining machine learning (ML)...

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Main Authors: Johanna Ramirez-Diaz, Arianna Manunza, Tiago Almeida de Oliveira, Tania Bobbo, Francesco Nutini, Mirco Boschetti, Maria Grazia De Iorio, Giulio Pagnacco, Michele Polli, Alessandra Stella, Giulietta Minozzi
Format: Article
Language:English
Published: MDPI AG 2025-03-01
Series:Insects
Subjects:
<i>Apis mellifera</i>
honey production
machine learning
prediction
environmental conditions
Online Access:https://www.mdpi.com/2075-4450/16/3/278
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