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Research article

First published 2022-12

A STL decomposition-based deep neural networks for offshore wind speed forecasting

Yanxia Ou, Li Xu, Jin Wang [...]

Wind Engineering

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Research article

First published 2024-5

Monthly electricity generation forecast based on similar month screening and STL decomposition

Junhong Ni, Xiaorui Hu

Journal of Computational Methods in Sciences and Engineering

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Research article

First published 2025-9

Dynamic modeling and forecasting of price elasticity based on time series analysis and machine learning

Wenjie Zhang, Yaqi Meng

Journal of Computational Methods in Sciences and Engineering

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Research article

First published 2022-7

Forecasting e-waste recovery scale driven by seasonal data characteristics: A decomposition-ensemble approach

AKM Mohsin, Lei Hongzhen, Mohammed Masum Iqbal [...]

Waste Management & Research: The Journal for a Sustainable Circular Economy

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Research article

First published 2024-04-18

Agricultural price prediction based on data mining and attention-based gated recurrent unit: a case study on China’s hog

Yan Guo, Dezhao Tang, Qiqi Cai [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2025

Integrating Data Decomposition with Nonadditive Ensemble Learning for Air Passenger Demand Forecasting

Yi-Chung Hu, Geng Wu, Jung-Fa Tsai [...]

Journal of Intelligent & Fuzzy Systems: Applications in Engineering and Technology

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Research article

First published 2026-3

Forecasting tourist arrivals using STL-XGBoost method

Minmin He, Xiyuan Qian

Tourism Economics

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Research article

First published 2026-1

Environmental Forecasting of Particulate Matter (PM 2.5 ) Using Seasonal-Trend Decomposition and iTransformer: A Multivariate Learning Framework

Wanhai Jia, Shaopeng Guan, Wenyu Liu

Environmental Engineering Science

Open access

Research article

First published 2025-12

STAHL: Seasonal,Trend,and Holiday Decomposition with Loess

Vincent Haller, Sebastien Daniel, Benoit Bellone

Journal of Official Statistics

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Research article

First published 2025-8

A multi-stage multivariable offshore wind speed assessment system incorporating statistical analysis,decomposition,feature selection,bias correction,and attention-based hybrid prediction

Jingjing Cai, Cheng Peng, Li Xu [...]

Wind Engineering

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