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High-dimensional Confounding in Causal Mediation: A Comparison Study of Double Machine Learning and Regularized Partial Correlation Network.

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Title: High-dimensional Confounding in Causal Mediation: A Comparison Study of Double Machine Learning and Regularized Partial Correlation Network.
Authors: CHEN, MING1 talliechen108@gmail.com, NGUYEN, TANYA T.2, LIU, JINYUAN3 jinyuan.liu@vumc.org
Source: Journal of Data Science. Jul2025, Vol. 23 Issue 3, p521-541. 21p.
Database: Academic Search Ultimate
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  Data: High-dimensional Confounding in Causal Mediation: A Comparison Study of Double Machine Learning and Regularized Partial Correlation Network.
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  Data: <searchLink fieldCode="AR" term="%22CHEN%2C+MING%22">CHEN, MING</searchLink><relatesTo>1</relatesTo><i> talliechen108@gmail.com</i><br /><searchLink fieldCode="AR" term="%22NGUYEN%2C+TANYA+T%2E%22">NGUYEN, TANYA T.</searchLink><relatesTo>2</relatesTo><br /><searchLink fieldCode="AR" term="%22LIU%2C+JINYUAN%22">LIU, JINYUAN</searchLink><relatesTo>3</relatesTo><i> jinyuan.liu@vumc.org</i>
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  Data: <searchLink fieldCode="JN" term="%22Journal+of+Data+Science%22">Journal of Data Science</searchLink>. Jul2025, Vol. 23 Issue 3, p521-541. 21p.
PLink https://search.ebscohost.com/login.aspx?direct=true&site=eds-live&db=asn&AN=188775955
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        Value: 10.6339/25-JDS1169
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      – Code: eng
        Text: English
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        PageCount: 21
        StartPage: 521
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      – TitleFull: High-dimensional Confounding in Causal Mediation: A Comparison Study of Double Machine Learning and Regularized Partial Correlation Network.
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            NameFull: CHEN, MING
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            NameFull: NGUYEN, TANYA T.
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              Text: Jul2025
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              Y: 2025
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              Value: 23
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