CAUSALRLSTACK: adaptive balancing of deep representation and causal effect estimation with application to HIV-related health data. [PDF]
Pham DT, Tran KQ, Nguyen VA.
europepmc +1 more source
ABSTRACT This study investigates how ESG rating divergences and climate transition risks jointly influence portfolio performance. Using a newly constructed composite Environmental (E) score derived from principal component analysis (PCA) across three leading ESG providers (Eikon, RobecoSAM, Sustainalytics), we build industry‐adjusted portfolios for 389
Ahmed Bouteska +2 more
wiley +1 more source
Neural variability in the default mode network compresses with increasing belief precision during Bayesian inference. [PDF]
Skowron A +5 more
europepmc +1 more source
Estimating Treatment Effects With Limited Exogeneity: A Machine Learning Approach to Selection Bias
ABSTRACT This paper presents a novel method for estimating treatment effects in cases where prior knowledge of the exogeneity of the treatment variable is limited. We employ a machine learning technique, double selection via Lasso, to identify a robust set of control variables without requiring prior assumptions about their specific identities or ...
Rui Sun, Shiyi Chen
wiley +1 more source
What's the Weight? Estimating Controlled Outcome Differences in Complex Surveys for Health Disparities Research. [PDF]
Salerno S +6 more
europepmc +1 more source
From Reactive to Proactive Volatility Modeling With Hemisphere Neural Networks
ABSTRACT We revisit maximum likelihood estimation (MLE) for macroeconomic density forecasting through a novel neural network architecture with dedicated mean and variance hemispheres. Our architecture features several key ingredients making MLE work in this context.
Philippe Goulet Coulombe +2 more
wiley +1 more source
Construction of a Structurally Unbiased Brain Template with High Image Quality from MRI Scans of Saudi Adult Females. [PDF]
Althobaiti N +4 more
europepmc +1 more source
Adolescents' trajectories of mental health in the MYRIAD trial
Abstract Background This study explored adolescent's mental health trajectories over the course of a school‐based mindfulness‐based intervention trial (MYRIAD). It examined whether intervention condition (mindfulness vs. teaching‐as‐usual), individual‐level and contextual‐level factors were associated with different trajectories.
Carolina Guzman Holst +8 more
wiley +1 more source
Enhancing Anchor Location Estimation Algorithm via Multi-Source Observations and Adaptive Optimization for UVIO. [PDF]
Zhang B, Yang G, Wang J, Lu G.
europepmc +1 more source

