Time series forecasting — citation graph of key research
Explore the most influential research on time series forecasting as an interactive citation graph on Constellation. The papers below are connected by direct citations and shared references — open any one to center the graph on it and discover related work.
Top papers on time series forecasting
- 25 years of time series forecasting
Jan G. De Gooijer, Rob J. Hyndman — 2006 · International Journal of Forecasting · 1,587 citations - Time-series forecasting with deep learning: a survey
Bryan Y. Lim, Stefan Zohren — 2021 · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 1,823 citations - Deep Learning for Time Series Forecasting: A Survey
José Francisco Torres, Dalil Hadjout, Abderrazak Sebaa et al. — 2020 · Big Data · 822 citations - Time Series Forecasting
Vijay Kotu, Bala Deshpande — 2019 · Data Science · 76 citations - Neural Network Models for Time Series Forecasts
Tim Hill, Marcus J. O’Connor, William Remus — 1996 · Management Science · 468 citations - Is Mamba effective for time series forecasting?
Zihan Wang, Fanheng Kong, Shi Feng et al. — 2024 · Neurocomputing · 292 citations - Machine learning advances for time series forecasting
Ricardo Masini, Marcelo Cunha Medeiros, Eduardo F. Mendes — 2021 · Journal of Economic Surveys · 523 citations - Meta-learning for time series forecasting and forecast combination
Christiane Lemke, Bogdan Gabryś — 2010 · Neurocomputing · 244 citations - Deep learning for time series forecasting: a survey
Xiangjie Kong, Zhenghao Chen, Weiyao Liu et al. — 2025 · International Journal of Machine Learning and Cybernetics · 214 citations - iTransformer: Inverted Transformers Are Effective for Time Series Forecasting
Yong Liu, Tengge Hu, Haoran Zhang et al. — 2023 · arXiv (Cornell University) · 597 citations - Time-Series Forecasting
Craig B. Borkowf — 2002 · Technometrics · 107 citations - Neural Networks for Time-Series Forecasting
G. Peter Zhang — 2012 · Springer eBooks · 107 citations