Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Inequality Constraints in Causal Models with Hidden Variables   We present a class of inequality constraints on the set of distributions
induced by local interventions on variables governed by a causal Bayesian
network, in which some of the variables remain unmeasured. We derive bounds on
causal effects that are not directly measured in randomized experiments. We
derive instrumental inequality type of constraints on nonexperimental
distributions. The results have applications in testing causal models with
observational or experimental data.

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The categories of this paper are: hep-th
29
The categories of this paper are: funct-an
37
The categories of this paper are: supr-con
20
The categories of this paper are: acc-phys
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The categories of this paper are: ao-sci
22
The categories of this paper are: chao-dyn
28
The categories of this paper are: alg-geom
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The categories of this paper are: nlin
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The categories of this paper are: patt-sol
30
The categories of this paper are: q-alg
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The categories of this paper are: math
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The categories of this paper are: physics
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The categories of this paper are: nucl-th
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The categories of this paper are: econ
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The categories of this paper are: nucl-ex
33
The categories of this paper are: plasm-ph