Concepedia

Decomposition combining averaging seasonal-trend with singular spectrum analysis and a marine predator algorithm embedding Adam for time series forecasting with strong volatility

Maohuan Wang, Yu Meng, Lei Sun, Tao Zhang

Expert Systems with Applications · 2025 · 14 citations · 43 references

Concepts

ComputingMeteorologyForecastingTime Series AnalysisComputational Time Series AnalysisTime Series AnalyticsTime Series ComputationTime Series ForecastingTime Series ModelingTime Series PredictionDecomposition Of Seasonal ComponentsDecomposition Of Trend ComponentsSeasonal DecompositionSeasonal Trend DecompositionSpectrum AnalysisTime Series Representation LearningTrend DecompositionVolatility

References

43

Adam: A Method for Stochastic Optimization

Diederik P. Kingma, Jimmy Ba · UvA-DARE (University of Amsterdam) · 2014 · 84.8K citations · Full text

Computing, Computer Science, Algorithms +16

Advances in Neural Information Processing Systems 29

Onur Teymur, Kostas Zygalakis, Ben Calderhead · 2016 · 13.5K citations

Life Sciences, Computer Science, Neuroscience +12

Robust Locally Weighted Regression and Smoothing Scatterplots

William S. Cleveland · Journal of the American Statistical Association · 1979 · 10.9K citations

Computing, Visualization, Data Visualization +13

Empirical Evaluation of Gated Recurrent Neural Networks on Sequence Modeling

Jun‐Young Chung, Çağlar Gülçehre, Kyunghyun Cho et al. · arXiv (Cornell University) · 2014 · 10.8K citations · Full text

Computing, Data Science, Machine Learning +13

Variational Mode Decomposition

Konstantin Dragomiretskiy, Dominique Zosso · IEEE Transactions on Signal Processing · 2014 · 8.6K citations

Engineering, Electrical Engineering, Biomedical Signal Processing +15