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Charles-Albert Lehalle

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Preprint Jul 2026

The Fundamental Structure of Risk: From Characteristics to Covariance

Estimating the covariance structure of financial assets typically relies on historical returns, making risk models dependent on noisy and asset-specific time series. We propose the Characteristic-Driven Dynamic Factor Model (CD-DFM), a non-linear latent factor model that instead constructs a representation of the asset...

Alexandre Alouadi, Charles-Albert Lehalle · 0 citations

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