Convolution in Time Series: Long Before the Hype

Every few years, machine learning rediscovers something and presents it as revolutionary.

Today it’s “foundation models.”
Yesterday it was “deep learning.”
Before that, “representation learning.”

But if we zoom in on one specific idea — convolution in time series — the history is far older, deeper, and more mathematically grounded than most current narrativ…