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
- Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
Haoyi Zhou, Shanghang Zhang, Jieqi Peng et al. — 2021 · Proceedings of the AAAI Conference on Artificial Intelligence · 5,950 citations - Time series forecasting using a hybrid ARIMA and neural network model
G.Peter Zhang — 2003 · Neurocomputing · 4,311 citations - Are Transformers Effective for Time Series Forecasting?
Ailing Zeng, Muxi Chen, Lei Zhang et al. — 2023 · Proceedings of the AAAI Conference on Artificial Intelligence · 2,541 citations - Automatic Time Series Forecasting: The<b>forecast</b>Package for<i>R</i>
Rob J. Hyndman, Yeasmin Khandakar — 2008 · Journal of Statistical Software · 3,413 citations - 25 years of time series forecasting
Jan G. De Gooijer, Rob J. Hyndman — 2006 · International Journal of Forecasting · 1,560 citations - Time Series Analysis: Forecasting and Control
Michael D. Geurts, George E. P. Box, Gwilym M. Jenkins — 1977 · Journal of Marketing Research · 19,322 citations - Time-series forecasting with deep learning: a survey
Bryan Lim, Stefan Zohren — 2021 · Philosophical Transactions of the Royal Society A Mathematical Physical and Engineering Sciences · 1,594 citations - Connecting the Dots: Multivariate Time Series Forecasting with Graph Neural Networks
Zonghan Wu, Shirui Pan, Guodong Long et al. — 2020 · 1,746 citations - Financial time series forecasting using support vector machines
Kyoung-jae Kim — 2003 · Neurocomputing · 1,703 citations - Application of support vector machines in financial time series forecasting
Francis E. H. Tay, Lijuan Cao — 2001 · Omega · 1,260 citations - Automatic time series forecasting: the forecast package for R
Rob J. Hyndman, Yeasmin Khandakar — 2017 · 1,015 citations - Deep Learning for Time Series Forecasting: A Survey
J. F. Torres, Dalil Hadjout, Abderrazak Sebaa et al. — 2020 · Big Data · 754 citations