A novel method for forecasting time series based on directed visibility graph and improved random walk

From time series to complex networks: The visibility graph

Lucas Lacasa, Bartolo Luque, Fernando Ballesteros et al. · Proceedings of the National Academy of Sciences · 2008 · 1.8K citations · Full text

Engineering, Mathematics, Complex Systems +16

Forecasting seasonals and trends by exponentially weighted moving averages

Charles C. Holt · International Journal of Forecasting · 2004 · 1.7K citations

Computing, Computer Science, Meteorology +13

Time series forecasting of COVID-19 transmission in Canada using LSTM networks

Vinay Kumar Reddy Chimmula, Lei Zhang · Chaos Solitons & Fractals · 2020 · 1.1K citations · Full text

Public Health, Infectious Disease Control, Infectious Diseases +13

A deep learning framework for financial time series using stacked autoencoders and long-short term memory

Wei Bao, Jun Yue, Yulei Rao · PLoS ONE · 2017 · 1.1K citations · Full text

Computing, Finance, Forecasting +16

Complex network approaches to nonlinear time series analysis

Yong Zou, Reik V. Donner, Norbert Marwan et al. · Physics Reports · 2018 · 638 citations · Full text

Engineering, Mathematics, Systems Engineering +14