CAUSALRLSTACK: adaptive balancing of deep representation and causal effect estimation with application to HIV-related health data

The proposed framework offers a flexible and effective solution for individualized causal inference. Its modular architecture and reinforcement learning-based weighting strategy enable adaptive, data-driven estimation across diverse populations. Strong experimental results demonstrate the potential of the framework to advance individualized causal inference in health data and provide a practical basis for designing personalized intervention strategies in HIV and broader public health domains.

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Publication Details

Journal
BioData Mining
Published
2025-11-05
DOI
https://doi.org/10.1186/s13040-025-00492-3
Primary Topic
Advanced Causal Inference Techniques
Type
article
Field-Weighted Citation Impact
0.00

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article

CAUSALRLSTACK: adaptive balancing of deep representation and causal effect estimation with application to HIV-related health data

Khai Tran, Duc Truong Pham, Viet Anh Nguyen
BioData Mining
Advanced Causal Inference Techniques
article

CAUSALRLSTACK: adaptive balancing of deep representation and causal effect estimation with application to HIV-related health data

Khai Tran, Duc Truong Pham, Viet Anh Nguyen
article en

Abstract

The proposed framework offers a flexible and effective solution for individualized causal inference. Its modular architecture and reinforcement learning-based weighting strategy enable adaptive, data-driven estimation across diverse populations. Strong experimental results demonstrate the potential of the framework to advance individualized causal inference in health data and provide a practical basis for designing personalized intervention strategies in HIV and broader public health domains.

BioData MiningVol. 18(1)
Cat Tien National Park (VN), Vietnam Academy of Science and Technology (VN)
Vietnam Academy of Science and Technology
Openalex Percentile: Top 70%
Advanced Causal Inference Techniques
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