Cover Image

Measuring Variable Importance via Accumulated Local Effects

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhu, Jingyu, Apley, Daniel W.
Format:	Preprint
Published:	2025
Subjects:	Methodology
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Bootstrapped Control Limits for Score-Based Concept Drift Control Charts
by: Wu, Jiezhong, et al.
Published: (2025)

One-at-a-time knockoffs: controlled false discovery rate with higher power
by: Guan, Charlie K., et al.
Published: (2025)

Targeted Learning on Variable Importance Measure for Heterogeneous Treatment Effect
by: Li, Haodong, et al.
Published: (2023)

Multi-source Stable Variable Importance Measure via Adversarial Machine Learning
by: Wang, Zitao, et al.
Published: (2024)

Novel Knockoff Generation and Importance Measures with Heterogeneous Data via Conditional Residuals and Local Gradients
by: Mason, Evan, et al.
Published: (2025)

Prioritizing Variables for Observational Study Design using the Joint Variable Importance Plot
by: Liao, Lauren D., et al.
Published: (2023)

Double Variable Importance Matching to Estimate Distinct Causal Effects on Event Probability and Timing
by: Li, Yuqi, et al.
Published: (2026)

Treatment Effect Heterogeneity and Importance Measures for Multivariate Continuous Treatments
by: Shin, Heejun, et al.
Published: (2024)

Targeted Learning for Variable Importance
by: Wang, Xiaohan, et al.
Published: (2024)

A principled approach for comparing Variable Importance
by: Reyero-Lobo, Angel, et al.
Published: (2025)

Challenges in Variable Importance Ranking Under Correlation
by: Liang, Annie, et al.
Published: (2024)

Inference on Variable Importance for Treatment Effect Heterogeneity: Shapley Values and Beyond
by: Morzywolek, Pawel, et al.
Published: (2025)

MMD-based Variable Importance for Distributional Random Forest
by: Bénard, Clément, et al.
Published: (2023)

Variable Importance in Generalized Linear Models -- A Unifying View Using Shapley Values
by: Acemoglu, Sinan, et al.
Published: (2026)

Local MDI+: Local Feature Importances for Tree-Based Models
by: Liang, Zhongyuan, et al.
Published: (2025)

Measurement Error-Robust Causal Inference via Constructed Instrumental Variables
by: Miles, Caleb H., et al.
Published: (2024)

Understanding and Using the Relative Importance Measures Based on Orthogonalization and Reallocation
by: Chang, Tien-En, et al.
Published: (2025)

Recursive Adaptive Importance Sampling with Optimal Replenishment
by: Barreto, Daniel Würzler, et al.
Published: (2025)

MCMC Importance Sampling via Moreau-Yosida Envelopes
by: Shukla, Apratim, et al.
Published: (2025)

A Projection Approach to Local Regression with Variable-Dimension Covariates
by: Heiner, Matthew J., et al.
Published: (2023)

Instrumental Variable Estimation of Distributional Causal Effects
by: Kook, Lucas, et al.
Published: (2024)

Nonparametric Estimation of Local Treatment Effects with Continuous Instruments
by: Zeng, Zhenghao, et al.
Published: (2025)

Sequential Confirmatory Factor Analysis: A Novel Approach to Latent Variable Measurement
by: Johnson, Zachary Esses
Published: (2025)

Choosing the Right Approach at the Right Time: A Comparative Analysis of Causal Effect Estimation using Confounder Adjustment and Instrumental Variables
by: Zawadzki, Roy S., et al.
Published: (2023)

Partial Identification of Policy-Relevant Treatment Effects with Instrumental Variables via Optimal Transport
by: Tan, Jiyuan, et al.
Published: (2026)

Marginal Causal Effect Estimation with Continuous Instrumental Variables
by: Dong, Mei, et al.
Published: (2025)

Variable Selection for Fixed and Random Effects in Multilevel Functional Mixed Effects Models
by: Ghosal, Rahul, et al.
Published: (2025)

Local Variable and Neighborhood Selection for Firearm Fatality in the Southeast USA
by: Thakur, Debjoy, et al.
Published: (2026)

Pareto Smoothed Importance Sampling
by: Vehtari, Aki, et al.
Published: (2015)

Variable selection via knockoffs for clustered data
by: Bacci, Silvia, et al.
Published: (2026)

The Effect of Omitted Variables on the Sign of Regression Coefficients
by: Masten, Matthew A., et al.
Published: (2022)

Extension of Wald-Wolfowitz Runs Test for Regression Validity Testing with Repeated Measures of Independent Variable
by: Lian, Bo-Yao, et al.
Published: (2025)

The Flexible Accumulation Model for High Density Temporal Exposures
by: Zhou, Xinkai, et al.
Published: (2025)

New Bounds and Truncation Boundaries for Importance Sampling
by: Liang, Yijuan, et al.
Published: (2025)

Two-Phase Treatment with Noncompliance: Identifying the Cumulative Average Treatment Effect via Multisite Instrumental Variables
by: Hong, Guanglei, et al.
Published: (2025)

A General Framework for Random Effects Models for Binary, Ordinal, Count Type and Continuous Dependent Variables Including Variable Selection
by: Tutz, Gerhard
Published: (2024)

Distributed Iterative Hard Thresholding for Variable Selection in Tobit Models
by: Yang, Changxin, et al.
Published: (2024)

Stratification-based Instrumental Variable Analysis Framework for Nonlinear Effect Analysis
by: Tian, Haodong, et al.
Published: (2025)

Identifying Causal Effects Using Instrumental Variables from the Auxiliary Dataset
by: Shuai, Kang, et al.
Published: (2023)

Non-parametric Replication of Instrumental Variable Estimates Across Studies
by: Zawadzki, Roy S., et al.
Published: (2024)