Scipediacontent: Scipediacontent moved page Review 301080812700 to Yaqoob et al 2026a

2026-01-27T09:52:30Z

Scipediacontent moved page Review 301080812700 to Yaqoob et al 2026a

JSanchez: JSanchez moved page Draft Sanchez Pinedo 218669211 to Review 301080812700

2026-01-27T09:13:39Z

JSanchez moved page Draft Sanchez Pinedo 218669211 to Review 301080812700

JSanchez: Created page with " == Abstract ==
This study introduces a Lasso–Prophet hybrid framework developed to deal with the limitations and gap of Facebook’s Prophet model. The approach..."

2026-01-27T09:13:37Z

Created page with " == Abstract == <p>This study introduces a Lasso–Prophet hybrid framework developed to deal with the limitations and gap of Facebook’s Prophet model. The approach..."

New page

== Abstract ==

<p>This study introduces a Lasso–Prophet hybrid framework developed to deal with the limitations and gap of Facebook’s Prophet model. The approach begins with Prophet’s decomposition of a time series into its fundamental components trend, seasonality, and holiday effects, and then applies Lasso regression to the residuals to capture additional structural patterns that fail to capture by the base model. This layered methodology boosts predictive accuracy by enabling the model to learn both systematic and irregular variations within temporal data by incorporating Lasso’s feature selection capability, the framework efficiently handles highdimensional datasets, retaining only the most informative predictors. The outcome is a hybrid model which achieves an optimal balance among interpretability, scalability, sparsity, and forecasting precision. Validation on simulated high-feature datasets and real-world electricity consumption data demonstrates that the Lasso–Prophet hybrid consistently outperforms the Prophet and other baseline models.OPEN ACCESS Received: 31/08/2025 Accepted: 17/11/2025 Published: 23/01/2026</p>

== Document ==
<pdf>Media:Draft_Sanchez Pinedo_218669211-3029-document.pdf</pdf>

← Older revision	Revision as of 09:52, 27 January 2026
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Yaqoob et al 2026a - Revision history

Scipediacontent: Scipediacontent moved page Review 301080812700 to Yaqoob et al 2026a

JSanchez: JSanchez moved page Draft Sanchez Pinedo 218669211 to Review 301080812700

JSanchez: Created page with " == Abstract == This study introduces a Lasso–Prophet hybrid framework developed to deal with the limitations and gap of Facebook’s Prophet model. The approach..."

JSanchez: Created page with " == Abstract ==
This study introduces a Lasso–Prophet hybrid framework developed to deal with the limitations and gap of Facebook’s Prophet model. The approach..."