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Comment: Reflections on the Deconfounder.
- Source :
-
Journal of the American Statistical Association . Dec2019, Vol. 114 Issue 528, p1597-1601. 5p. - Publication Year :
- 2019
-
Abstract
- To avoid measure-theoretic considerations when writing conditioning statements, I will consider the treatments Graph HT <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"><mrow><msup><mrow><mi>A</mi></mrow><mrow><mo stretchy="false">(</mo><mi>k</mi><mo stretchy="false">)</mo></mrow></msup></mrow></math> ht to be discrete. I will write observed outcomes as Graph HT <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"><mrow><msup><mrow><mi>Y</mi></mrow><mrow><mtext>obs</mtext></mrow></msup></mrow></math> ht , where, under the stable unit treatment value assumption (SUTVA), Graph HT <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"><mrow><msup><mrow><mi>Y</mi></mrow><mrow><mtext>obs</mtext></mrow></msup><mo>=</mo><mi>Y</mi><mo stretchy="false">(</mo><mi>A</mi><mo stretchy="false">)</mo></mrow></math> ht . Throughout, I will consider models of the joint distribution Graph HT <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"><mrow><mi>P</mi><mo stretchy="false">(</mo><mi>A</mi><mo>,</mo><msup><mrow><mi>Y</mi></mrow><mrow><mtext>obs</mtext></mrow></msup><mo>,</mo><mi>Z</mi><mo stretchy="false">)</mo></mrow></math> ht , which I will refer to as latent variable models. For example, the setting of Theorem 7 can be framed as a problem where the unobserved confounder I Z i is measured with proxies Graph HT <math display="inline" xmlns="http://www.w3.org/1998/Math/MathML"><mrow><msub><mrow><mi>A</mi></mrow><mrow><mi>k</mi><mo>+</mo><mn>1</mn><mo>:</mo><mi>m</mi></mrow></msub></mrow></math> ht . [Extracted from the article]
Details
- Language :
- English
- ISSN :
- 01621459
- Volume :
- 114
- Issue :
- 528
- Database :
- Academic Search Index
- Journal :
- Journal of the American Statistical Association
- Publication Type :
- Academic Journal
- Accession number :
- 147195038
- Full Text :
- https://doi.org/10.1080/01621459.2019.1689138