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Exact post-selection inference, with application to the lasso

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abstract

We develop a general approach to valid inference after model selection. At the core of our framework is a result that characterizes the distribution of a post-selection estimator conditioned on the selection event. We specialize the approach to model selection by the lasso to form valid confidence intervals for the selected coefficients and test whether all relevant variables have been included in the model.

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q-fin.PM 1

years

2026 1

verdicts

UNVERDICTED 1

representative citing papers

Post Selection Estimation of Sharpe Ratios

q-fin.PM · 2026-06-01 · unverdicted · novelty 5.0

Compares post-selection estimators for the maximum observed Sharpe ratio using simulations and finds James-Stein shrinkage yields lowest bias and RMSE across tested parameters.

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  • Post Selection Estimation of Sharpe Ratios q-fin.PM · 2026-06-01 · unverdicted · none · ref 15 · internal anchor

    Compares post-selection estimators for the maximum observed Sharpe ratio using simulations and finds James-Stein shrinkage yields lowest bias and RMSE across tested parameters.