Time Features

Back to Feature Engineering

Extracting informative features from temporal data for time-series modeling and forecasting.

Techniques

  • Lag Features — previous values as features (t-1, t-2, …)
  • Rolling Statistics — moving average, rolling std, min, max
  • Cyclical Encoding — sin/cos encoding for cyclical patterns (hour, day of week)

ml feature-engineering time-series