mlsanityData to 7 Oct 2026

Instrumentality Tests Revisited

arXiv 1301.2258 ↗First posted 10 Jan 2013cs.AI stat.MEcited by 8

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Abstract (arXiv)

An instrument is a random variable thatallows the identification of parameters inlinear models when the error terms arenot uncorrelated.It is a popular method used in economicsand the social sciences that reduces theproblem of identification to the problemof finding the appropriate instruments.Few years ago, Pearl introduced a necessarytest for instruments that allows the researcher to discard those candidatesthat fail the test.In this paper, we make a detailed study of Pearl's test and the general model forinstruments. The results of this studyinclude a novel interpretation of Pearl'stest, a general theory of instrumentaltests, and an affirmative answer to aprevious conjecture. We also presentnew instrumentality tests for the casesof discrete and continuous variables.

Key facts. Cited by 8 papers in the map (data through 7 Oct 2026). First posted on arXiv 10 Jan 2013.

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Cited by year (2026 to 7 Oct)

Citing papers per year: 2021: 2; 2022: 2; 2023: 0; 2024: 2; 2025: 1; 2026: 1.

8 papers.