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Found 9 papers, 5 papers with code
Capturing Actionable Dynamics with Structured Latent Ordinary Differential Equations
Understanding the effects of these system inputs on system outputs is crucial to have any meaningful model of a dynamical system.
Why Machine Learning Cannot Ignore Maximum Likelihood Estimation
The growth of machine learning as a field has been accelerating with increasing interest and publications across fields, including statistics, but predominantly in computer science.
Conditional Cross-Design Synthesis Estimators for Generalizability in Medicaid
To generalize to a target population represented by a union of these data, we propose a class of novel conditional cross-design synthesis estimators that combine randomized and observational data, while addressing their respective biases.
Considerations Across Three Cultures: Parametric Regressions, Interpretable Algorithms, and Complex Algorithms
We consider an extension of Leo Breiman's thesis from "Statistical Modeling: The Two Cultures" to include a bifurcation of algorithmic modeling, focusing on parametric regressions, interpretable algorithms, and complex (possibly explainable) algorithms.
A Review of Generalizability and Transportability
Estimates from randomized data may have internal validity but are often not representative of the target population.
Ethical Machine Learning in Health Care
The use of machine learning (ML) in health care raises numerous ethical concerns, especially as models can amplify existing health inequities.
Fair Regression for Health Care Spending
The distribution of health care payments to insurance plans has substantial consequences for social policy.
Consistent Estimation of Propensity Score Functions with Oversampled Exposed Subjects
Observational cohort studies with oversampled exposed subjects are typically implemented to understand the causal effect of a rare exposure.
Nonparametric Bayesian Instrumental Variable Analysis: Evaluating Heterogeneous Effects of Arterial Access Sites for Opening Blocked Blood Vessels
The catheter can be inserted into the blood vessels using an artery in the groin or an artery in the wrist.
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