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Journal Article
Augmented balancing weights as linear regression
Journal of the Royal Statistical Society Series B: Statistical Methodology, qkaf019, https://doi.org/10.1093/jrsssb/qkaf019
Published: 24 April 2025
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Augmented balancing weights estimates for the LaLonde (1986) dataset with...
Published: 24 April 2025
Figure 3.
Augmented balancing weights estimates for the LaLonde (1986) dataset with the expanded set of 171 features used in Farrell (2015) ; the top row shows ridge-augmented ℓ 2 balancing, and the bottom row shows lasso-augmented ℓ ∞ balancing. Panels (a) and (d) show the threefold cros
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Ridge-augmented ℓ 2 balancing weights (‘double ridge’) for LaLond...
Published: 24 April 2025
Figure 4.
Ridge-augmented ℓ 2 balancing weights (‘double ridge’) for LaLonde (1986) with the original 11 covariates. Panel (a) shows the threefold cross-validated R 2 for the Ridge-penalized regression of Y p on Φ p among control units across the hyperparameter λ ; the d
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Regularization paths for ‘double ridge’ augmented ℓ 2 balancing we...
Published: 24 April 2025
Figure 1.
Regularization paths for ‘double ridge’ augmented ℓ 2 balancing weights. Panel (a) shows the coefficients β ^ reg λ of a ridge regression of Y p on Φ p with hyperparameter λ . The dots on the left are the ordinary least-squares (OLS) coefficients, with
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Regularization paths for ‘double lasso’ augmented ℓ ∞ balancing we...
Published: 24 April 2025
Figure 2.
Regularization paths for ‘double lasso’ augmented ℓ ∞ balancing weights. Panel (a) shows the coefficients β ^ reg λ of a lasso regression of Y p on Φ p with hyperparameter λ . The dots on the left are the ordinary least-squares (OLS) coefficients, with
Journal Article
Graphical methods for Order-of-Addition experiments Get access
Journal of the Royal Statistical Society Series B: Statistical Methodology, qkaf020, https://doi.org/10.1093/jrsssb/qkaf020
Published: 21 April 2025
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An example of a DAG from Topcuoglu et al. (2002) . Get access
Published: 21 April 2025
Figure 1.
An example of a DAG from Topcuoglu et al. (2002) .
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Two examples of directed acyclic graphs. (a) m = 6 . (b) m = 4 ... Get access
Published: 21 April 2025
Figure 2.
Two examples of directed acyclic graphs. (a) m = 6 . (b) m = 4 .
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Graphical constraints for ESC07 sequential ordering problem Get access
Published: 21 April 2025
Figure 5.
Graphical constraints for ESC07 sequential ordering problem
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A plot of the upper bounds for the expected number of search attempts to fi... Get access
Published: 21 April 2025
Figure 3.
A plot of the upper bounds for the expected number of search attempts to find the optimal order with Algorithm 4 .
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Transitive closure of DAGs examined for simulation, m = 7 . (a) Scen... Get access
Published: 21 April 2025
Figure 4.
Transitive closure of DAGs examined for simulation, m = 7 . (a) Scenario 1. (b) Scenario 2. (c) Scenario 3.
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Visualization of the intuition behind the reference set. (a) Marginally, th... Get access
Published: 15 April 2025
Figure 1.
Visualization of the intuition behind the reference set. (a) Marginally, the calibration data (shaded) are exchangeable with respect to the test point (no shade). (b) The calibration data are not exchangeable with respect to the test point (shaded slash) given a selection event. (c) We find calibrat
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Graphical illustration of D c a l i b s w a p ( i... Get access
Published: 15 April 2025
Figure 2.
Graphical illustration of D c a l i b s w a p ( i , j ) ( y ) and D t e s t s w a p ( i , j ) .
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Empirical miscoverage rate (left), average length of prediction interval (m... Get access
Published: 15 April 2025
Figure 5.
Empirical miscoverage rate (left), average length of prediction interval (middle), and scatter plots for averaged reference set size { | R ^ j | } j ∈ S ^ vs. | S ^ | (right), across N = 500 independent runs of Vanilla_CP , BY , JOMI ,
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Vertical axis: estimates of ξ ED ( Y , X i ) (left graph...
Published: 15 April 2025
Figure 2.
Vertical axis: estimates of ξ ED ( Y , X i ) (left graph) and of ξ W 2 2 ( Y , X i ) (right graph); circles ° indicate estimates, dotted lines indicate analytical values. Horizontal axis: partition size increasing from H = 10 to H = 100 . Sa
Journal Article
Convexity and measures of statistical association
Journal of the Royal Statistical Society Series B: Statistical Methodology, qkaf018, https://doi.org/10.1093/jrsssb/qkaf018
Published: 15 April 2025
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From properties of the separation measurement (left) to properties of the m...
Published: 15 April 2025
Figure 1.
From properties of the separation measurement (left) to properties of the measure of statistical association (right).
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Histogram of estimates of ξ ED ( Y , X 4 ) . N = 10,...
Published: 15 April 2025
Figure 3.
Histogram of estimates of ξ ED ( Y , X 4 ) . N = 10,000 , H = 20 , and R = 400 .
Journal Article
Confidence on the focal: conformal prediction with selection-conditional coverage Get access
Journal of the Royal Statistical Society Series B: Statistical Methodology, qkaf016, https://doi.org/10.1093/jrsssb/qkaf016
Published: 15 April 2025
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Empirical selection-conditional miscoverage (left) and prediction set size ... Get access
Published: 15 April 2025
Figure 3.
Empirical selection-conditional miscoverage (left) and prediction set size (right) in drug property prediction for vanilla conformal prediction ( Vanilla_CP ), BY correction ( BY ), JOMI and randomized JOMI ( JOMI_rand ) for test units whose μ ^ ( X n + j ) are top- K ( highest
