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An interval decomposition-ensemble approach with data-characteristic-driven reconstruction for short-term load forecasting 期刊论文
APPLIED ENERGY, 2022, 卷号: 306, 页码: 16
作者:  Yang, Dongchuan;  Guo, Ju-E;  Sun, Shaolong;  Han, Jing;  Wang, Shouyang
收藏  |  浏览/下载：117/0  |  提交时间：2022/04/02
Short-term load forecasting  Bivariate empirical mode decomposition  Decomposition-ensemble approach  Reconstruction  Bayesian optimization  Long short-term memory network  
Estimating the reaction of Bitcoin prices to the uncertainty of fiat currency 期刊论文
RESEARCH IN INTERNATIONAL BUSINESS AND FINANCE, 2021, 卷号: 58, 页码: 16
作者:  Jin, Xuejun;  Zhu, Keer;  Yang, Xiaolan;  Wang, Shouyang
收藏  |  浏览/下载：110/0  |  提交时间：2022/04/02
Bitcoin  Fiat currency  Empirical mode decomposition  Event analysis  
A Clustering-Based Nonlinear Ensemble Approach for Exchange Rates Forecasting 期刊论文
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2020, 卷号: 50, 期号: 6, 页码: 2284-2292
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie;  Zhang, Guowei
收藏  |  浏览/下载：137/0  |  提交时间：2020/06/30
Forecasting  Exchange rates  Predictive models  Self-organizing feature maps  Clustering algorithms  exchange rates forecasting  kernel-based extreme learning machine (KELM)  nonlinear ensemble  
Interval forecasting of exchange rates: a new interval decomposition ensemble approach 期刊论文
INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 2020, 页码: 28
作者:  Sun, Shaolong;  Wang, Shouyang;  Wei, Yunjie
收藏  |  浏览/下载：148/0  |  提交时间：2020/05/24
Exchange rate forecasting  Interval-valued data  Autoregressive model  Neural networks  Bivariate empirical mode decomposition  
Forecasting tourism demand with KPCA-based web search indexes 期刊论文
TOURISM ECONOMICS, 2020, 页码: 23
作者:  Xie, Gang;  Li, Xin;  Qian, Yatong;  Wang, Shouyang
收藏  |  浏览/下载：124/0  |  提交时间：2020/05/24
kernel principal component analysis  search query data  tourism demand forecasting  web search index  
Component ACD Model and Its Application in Studying the Price-Related Feedback Effect in Investor Trading Behaviors in Chinese Stock Market 期刊论文
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2018, 卷号: 31, 期号: 3, 页码: 677-695
作者:  Huang, Zhiyuan;  Han, Ai;  Wang, Shouyang
收藏  |  浏览/下载：137/0  |  提交时间：2018/07/30
Component ACD model  feedback effect  investor behavior  market status  trading intensity  
Data characteristic analysis and model selection for container throughput forecasting within a decomposition-ensemble methodology 期刊论文
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2017, 卷号: 108, 页码: 160-178
作者:  Xie, Gang;  Zhang, Ning;  Wang, Shouyang
收藏  |  浏览/下载：140/0  |  提交时间：2018/07/25
Container throughput  Data characteristic analysis  Model selection  Time series forecasting  Decomposition-ensemble methodology  
Measuring efficiencies of multi-period and multi-division systems associated with DEA: An application to OECD countries' national innovation systems 期刊论文
EXPERT SYSTEMS WITH APPLICATIONS, 2016, 卷号: 46, 页码: 494-510
作者:  Kou, Mingting;  Chen, Kaihua;  Wang, Shouyang;  Shao, Yanmin
收藏  |  浏览/下载：103/0  |  提交时间：2018/07/30
Multi-period and multi-division systems  Dynamic network DEA  Efficiency measurement and decomposition  National innovation systems  Innovation efficiency  OECD countries  
A novel seasonal decomposition based least squares support vector regression ensemble learning approach for hydropower consumption forecasting in China 期刊论文
ENERGY, 2011, 卷号: 36, 期号: 11, 页码: 6542-6554
作者:  Wang, Shuai;  Yu, Lean;  Tang, Ling;  Wang, Shouyang
收藏  |  浏览/下载：97/0  |  提交时间：2018/07/30
Hydropower consumption forecasting  LSSVR ensemble Learning  Seasonal decomposition  
A unified framework for population-based metaheuristics 期刊论文
ANNALS OF OPERATIONS RESEARCH, 2011, 卷号: 186, 期号: 1, 页码: 231-262
作者:  Liu, Bo;  Wang, Ling;  Liu, Ying;  Wang, Shouyang
收藏  |  浏览/下载：91/0  |  提交时间：2018/07/30
Metaheuristics  Unified framework  Population-based metaheuristics  Memetic Algorithms  Convergence analysis  Evolutionary computing