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08/16/2023
Hierarchical Topological Ordering with Conditional Independence Test for Limited Time Series
Learning directed acyclic graphs (DAGs) to identify causal relations und...
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12/12/2022
Instrumental Variables in Causal Inference and Machine Learning: A Survey
Causal inference is the process of using assumptions, study designs, and...
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11/18/2022
Confounder Balancing for Instrumental Variable Regression with Latent Variable
This paper studies the confounding effects from the unmeasured confounde...
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08/23/2022
Treatment Effect Estimation with Unmeasured Confounders in Data Fusion
In the presence of unmeasured confounders, we address the problem of tre...
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11/11/2021
Edge-Cloud Polarization and Collaboration: A Comprehensive Survey
Influenced by the great success of deep learning via cloud computing and...
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07/13/2021
Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition
Instrumental variables (IVs), sources of treatment randomization that ar...
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06/12/2020