The authors show that balanced truncation can compress truncated signature systems, used in financial models, from thousands of state variables to dozens with negligible error on the tested examples.
Low-dimensional approxi- mations of high-dimensional asset price models
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Dimension reduction for path signatures
The authors show that balanced truncation can compress truncated signature systems, used in financial models, from thousands of state variables to dozens with negligible error on the tested examples.