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pro vyhledávání: '"Sriramulu, Abishek"'
Autor:
Zhou, Xin, Wang, Weiqing, Buntine, Wray, Qu, Shilin, Sriramulu, Abishek, Tan, Weicong, Bergmeir, Christoph
Deep models for Multivariate Time Series (MTS) forecasting have recently demonstrated significant success. Channel-dependent models capture complex dependencies that channel-independent models cannot capture. However, the number of channels in real-w
Externí odkaz:
http://arxiv.org/abs/2408.04245
Graph Neural Networks (GNN) have gained significant traction in the forecasting domain, especially for their capacity to simultaneously account for intra-series temporal correlations and inter-series relationships. This paper introduces a novel Hiera
Externí odkaz:
http://arxiv.org/abs/2405.18693
Real-world time series often exhibit complex interdependencies that cannot be captured in isolation. Global models that model past data from multiple related time series globally while producing series-specific forecasts locally are now common. Howev
Externí odkaz:
http://arxiv.org/abs/2405.07117
Publikováno v:
Information Sciences, 625, 700-714 (2023)
Graph Neural Networks (GNN) have recently gained popularity in the forecasting domain due to their ability to model complex spatial and temporal patterns in tasks such as traffic forecasting and region-based demand forecasting. Most of these methods
Externí odkaz:
http://arxiv.org/abs/2312.03903
Autor:
Bergmeir, Christoph, de Nijs, Frits, Sriramulu, Abishek, Abolghasemi, Mahdi, Bean, Richard, Betts, John, Bui, Quang, Dinh, Nam Trong, Einecke, Nils, Esmaeilbeigi, Rasul, Ferraro, Scott, Galketiya, Priya, Genov, Evgenii, Glasgow, Robert, Godahewa, Rakshitha, Kang, Yanfei, Limmer, Steffen, Magdalena, Luis, Montero-Manso, Pablo, Peralta, Daniel, Kumar, Yogesh Pipada Sunil, Rosales-Pérez, Alejandro, Ruddick, Julian, Stratigakos, Akylas, Stuckey, Peter, Tack, Guido, Triguero, Isaac, Yuan, Rui
Algorithms that involve both forecasting and optimization are at the core of solutions to many difficult real-world problems, such as in supply chains (inventory optimization), traffic, and in the transition towards carbon-free energy generation in b
Externí odkaz:
http://arxiv.org/abs/2212.10723
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