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

  1. Time Series Analysis: Forecasting and Control
    Michael D. Geurts, George E. P. Box, Gwilym M. Jenkins — 1977 · Journal of Marketing Research · 19,323 citations
  2. Time series forecasting using a hybrid ARIMA and neural network model
    G.Peter Zhang — 2003 · Neurocomputing · 4,374 citations
  3. Automatic Time Series Forecasting: The<b>forecast</b>Package for<i>R</i>
    Rob J. Hyndman, Yeasmin Khandakar — 2008 · Journal of Statistical Software · 3,472 citations
  4. 25 years of time series forecasting
    Jan G. De Gooijer, Rob J. Hyndman — 2006 · International Journal of Forecasting · 1,573 citations
  5. 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 · 1,670 citations
  6. Financial time series forecasting using support vector machines
    Kyoung-jae Kim — 2003 · Neurocomputing · 1,721 citations
  7. Time Series Analysis Forecasting and Control.
    D. J. Bartholomew, G. E. P. Box, G. M. Jenkins — 1971 · Operational Research Quarterly (1970-1977) · 6,880 citations
  8. Time Series Analysis: Forecasting and Control.
    O. D. Anderson, George E. P. Box, Gwilym M. Jenkins — 1978 · Journal of the Royal Statistical Society Series D (The Statistician) · 5,389 citations
  9. Application of support vector machines in financial time series forecasting
    Francis E. H. Tay, Lijuan Cao — 2001 · Omega · 1,264 citations
  10. Automatic time series forecasting: the forecast package for R
    Rob J. Hyndman, Yeasmin Khandakar — 2017 · Open MIND · 1,016 citations
  11. Deep Learning for Time Series Forecasting: A Survey
    J. F. Torres, Dalil Hadjout, Abderrazak Sebaa et al. — 2020 · Big Data · 781 citations
  12. Temporal pattern attention for multivariate time series forecasting
    Shun-Yao Shih, Fan-Keng Sun, Hung-yi Lee — 2019 · Machine Learning · 939 citations