Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: On the Use of Causal Graphical Models for Designing Experiments in the
  Automotive Domain   Randomized field experiments are the gold standard for evaluating the impact
of software changes on customers. In the online domain, randomization has been
the main tool to ensure exchangeability. However, due to the different
deployment conditions and the high dependence on the surrounding environment,
designing experiments for automotive software needs to consider a higher number
of restricted variables to ensure conditional exchangeability. In this paper,
we show how at Volvo Cars we utilize causal graphical models to design
experiments and explicitly communicate the assumptions of experiments. These
graphical models are used to further assess the experiment validity, compute
direct and indirect causal effects, and reason on the transportability of the
causal conclusions.

27
The categories of this paper are: comp-gas
11
The categories of this paper are: hep-lat
12
The categories of this paper are: nucl-th
10
The categories of this paper are: q-bio
26
The categories of this paper are: bayes-an
13
The categories of this paper are: quant-ph
21
The categories of this paper are: adap-org
17
The categories of this paper are: q-fin
16
The categories of this paper are: stat
22
The categories of this paper are: chao-dyn
29
The categories of this paper are: funct-an
2
The categories of this paper are: math
25
The categories of this paper are: patt-sol
20
The categories of this paper are: acc-phys
14
The categories of this paper are: math-ph
5
The categories of this paper are: gr-qc