Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Causal Calculus in the Presence of Cycles, Latent Confounders and
  Selection Bias   We prove the main rules of causal calculus (also called do-calculus) for i/o
structural causal models (ioSCMs), a generalization of a recently proposed
general class of non-/linear structural causal models that allow for cycles,
latent confounders and arbitrary probability distributions. We also generalize
adjustment criteria and formulas from the acyclic setting to the general one
(i.e. ioSCMs). Such criteria then allow to estimate (conditional) causal
effects from observational data that was (partially) gathered under selection
bias and cycles. This generalizes the backdoor criterion, the
selection-backdoor criterion and extensions of these to arbitrary ioSCMs.
Together, our results thus enable causal reasoning in the presence of cycles,
latent confounders and selection bias. Finally, we extend the ID algorithm for
the identification of causal effects to ioSCMs.

22
The categories of this paper are: chao-dyn
11
The categories of this paper are: hep-lat
34
The categories of this paper are: chem-ph
30
The categories of this paper are: q-alg
10
The categories of this paper are: q-bio
0
The categories of this paper are: hep-ph
17
The categories of this paper are: q-fin
26
The categories of this paper are: bayes-an
20
The categories of this paper are: acc-phys
31
The categories of this paper are: ao-sci
35
The categories of this paper are: mtrl-th
27
The categories of this paper are: comp-gas
28
The categories of this paper are: alg-geom
8
The categories of this paper are: hep-ex
25
The categories of this paper are: patt-sol
33
The categories of this paper are: plasm-ph