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Bayesian Factor-adjusted Sparse Regression

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Many sparse regression methods are based on the assumption that covariates are weakly correlated, which unfortunately do not hold in many economic and financial datasets. To address this challenge, we model the strongly-correlated covariates by a factor struct... ...