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Electricity Consumption Forecasting: An Approach Using Cooperative Ensemble Learning with SHapley Additive exPlanations

Electricity expense management presents significant challenges, as this resource is susceptible to various influencing factors. In universities, the demand for this resource is rapidly growing with institutional expansion and has a significant environmental impact. In this study, the machine learnin...

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Principais autores: Eduardo Luiz Alba, Gilson Adamczuk Oliveira, Matheus Henrique Dal Molin Ribeiro, Érick Oliveira Rodrigues
Formato: Artigo
Idioma:Inglês
Publicado em: MDPI AG 2024-09-01
coleção:Forecasting
Assuntos:
electricity consumption
educational institution
university
machine learning
hyperparameter optimization
Shapley values
Acesso em linha:https://www.mdpi.com/2571-9394/6/3/42
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