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Causal Discovery in Structural VAR Models Under Equal Noise Variance

stat.ME · 2026-05-21 · unverdicted · novelty 6.0

Under equal noise variance in structural VAR models, observational equivalence classes are defined by orthogonal transformations and a global positive scale, enabling the ENVAR procedure to identify sparse causal structures from the observed process.

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  • Causal Discovery in Structural VAR Models Under Equal Noise Variance stat.ME · 2026-05-21 · unverdicted · none · ref 14

    Under equal noise variance in structural VAR models, observational equivalence classes are defined by orthogonal transformations and a global positive scale, enabling the ENVAR procedure to identify sparse causal structures from the observed process.