Engineering Alpha

Engineering Alpha

The Other Support Vector Regressor Nobody Uses

Unconventional Machine Learning Models for Conventional Forecasting

Sofien Kaabar, CFA's avatar
Sofien Kaabar, CFA
Jul 08, 2026
∙ Paid

Each historical example contributes to the fitted relationship, even when its contribution is small. This can be reasonable when the dataset is limited and every observation contains useful information. It can become less efficient when the training history is large, repetitive, or noisy.

Nu Support Vector Regression takes a more selective approach.

The m…

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