The Signature Transform: A Practical Introduction for Time Series
Introduction to a Different Time Series Concept
Time series data is everywhere. Stock prices. Sensor readings. Website traffic. Heart rate signals. Weather measurements.
The common thread? Order matters.
Most traditional models treat time series as sequences of numbers sampled at fixed intervals. We feed lagged values into ARIMA, LSTMs, or gradient boosting and hope the model captures temporal structur…
