Would you be so kind as to recommend some resources on modern, promising methods for time series forecasting? I'm starting a position doing this work soon and would like to learn more about it if you'd be willing to share
Read all the M series of competitions and the papers that come out of those exercises. Read Keogh. Also have a healthy respect and understanding of the traditional methods rather than getting distracted by all that happens to be shiny now.
