Matches in SemOpenAlex for { <https://semopenalex.org/work/W4378473706> ?p ?o ?g. }
Showing items 1 to 47 of
47
with 100 items per page.
- W4378473706 abstract "Missing values challenge the probabilistic wind power forecasting at both parameter estimation and operational forecasting stages. In this paper, we illustrate that we are allowed to estimate forecasting functions for each missing patterns conveniently, and propose an adaptive quantile regression model whose parameters can adapt to missing patterns. For that, we particularly design a feature extraction block within the quantile regression model, where parameters are set as a function of missingness pattern and only account for observed values. To avoidthe quantile-crossing phenomena, we design a multi-task model to ensure the monotonicity of quantiles, where higher quantiles are derived by the addition between lower quantiles and non-negative increments modeled by neural networks. The proposed approach is distribution-free and applicable to both missing-at-random and missing-not-at-random cases. Case studies demonstrate that the proposed approach achieves the state-of-the-art in terms of the continuous ranked probability score." @default.
- W4378473706 created "2023-05-27" @default.
- W4378473706 creator A5062368308 @default.
- W4378473706 date "2023-05-23" @default.
- W4378473706 modified "2023-09-25" @default.
- W4378473706 title "Probabilistic Wind Power Forecasting with Missing Values via Adaptive Quantile Regression" @default.
- W4378473706 doi "https://doi.org/10.48550/arxiv.2305.14662" @default.
- W4378473706 hasPublicationYear "2023" @default.
- W4378473706 type Work @default.
- W4378473706 citedByCount "0" @default.
- W4378473706 crossrefType "posted-content" @default.
- W4378473706 hasAuthorship W4378473706A5062368308 @default.
- W4378473706 hasBestOaLocation W43784737061 @default.
- W4378473706 hasConcept C105795698 @default.
- W4378473706 hasConcept C118671147 @default.
- W4378473706 hasConcept C122282355 @default.
- W4378473706 hasConcept C149782125 @default.
- W4378473706 hasConcept C33923547 @default.
- W4378473706 hasConcept C41008148 @default.
- W4378473706 hasConcept C49937458 @default.
- W4378473706 hasConcept C63817138 @default.
- W4378473706 hasConcept C9357733 @default.
- W4378473706 hasConceptScore W4378473706C105795698 @default.
- W4378473706 hasConceptScore W4378473706C118671147 @default.
- W4378473706 hasConceptScore W4378473706C122282355 @default.
- W4378473706 hasConceptScore W4378473706C149782125 @default.
- W4378473706 hasConceptScore W4378473706C33923547 @default.
- W4378473706 hasConceptScore W4378473706C41008148 @default.
- W4378473706 hasConceptScore W4378473706C49937458 @default.
- W4378473706 hasConceptScore W4378473706C63817138 @default.
- W4378473706 hasConceptScore W4378473706C9357733 @default.
- W4378473706 hasLocation W43784737061 @default.
- W4378473706 hasOpenAccess W4378473706 @default.
- W4378473706 hasPrimaryLocation W43784737061 @default.
- W4378473706 hasRelatedWork W2040298412 @default.
- W4378473706 hasRelatedWork W2365750359 @default.
- W4378473706 hasRelatedWork W2793415686 @default.
- W4378473706 hasRelatedWork W2884414452 @default.
- W4378473706 hasRelatedWork W2884584859 @default.
- W4378473706 hasRelatedWork W2892133999 @default.
- W4378473706 hasRelatedWork W4307565023 @default.
- W4378473706 hasRelatedWork W4312560394 @default.
- W4378473706 hasRelatedWork W4378373581 @default.
- W4378473706 hasRelatedWork W4378373650 @default.
- W4378473706 isParatext "false" @default.
- W4378473706 isRetracted "false" @default.
- W4378473706 workType "article" @default.