Explainability-based Trust Algorithm for electricity price forecasting models

Explainability-based Trust Algorithm for electricity price forecasting models

Advanced machine learning (ML) algorithms have outperformed traditional approaches in various forecasting applications, especially electricity price forecasting (EPF). However, the prediction accuracy of ML reduces substantially if the input data is not similar to the ones seen by the model during t...

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Bibliographic Details
Main Authors: Leena Heistrene, Ram Machlev, Michael Perl, Juri Belikov, Dmitry Baimel, Kfir Levy, Shie Mannor, Yoash Levron
Format: Article
Language:English
Published: Elsevier 2023-10-01
Series:Energy and AI
Subjects:
Electricity price forecasting
EPF
Explainable AI model
XAI
SHAP
Explainability
Online Access:http://www.sciencedirect.com/science/article/pii/S2666546823000319

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http://www.sciencedirect.com/science/article/pii/S2666546823000319

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