Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Benchpress: a scalable and platform-independent workflow for
  benchmarking structure learning algorithms for graphical models   Describing the relationship between the variables in a study domain and
modelling the data generating mechanism is a fundamental problem in many
empirical sciences. Probabilistic graphical models are one common approach to
tackle the problem. Learning the graphical structure is computationally
challenging and a fervent area of current research with a plethora of
algorithms being developed. To facilitate the benchmarking of different
methods, we present a novel automated workflow, called benchpress for producing
scalable, reproducible, and platform-independent benchmarks of structure
learning algorithms for probabilistic graphical models. Benchpress is
interfaced via a simple JSON-file, which makes it accessible for all users,
while the code is designed in a fully modular fashion to enable researchers to
contribute additional methodologies. Benchpress currently provides an interface
to a large number of state-of-the-art algorithms from libraries such as
BDgraph, BiDAG, bnlearn, GOBNILP, pcalg, r.blip, scikit-learn, TETRAD, and
trilearn as well as a variety of methods for data generating models and
performance evaluation. Alongside user-defined models and randomly generated
datasets, the software tool also includes a number of standard datasets and
graphical models from the literature, which may be included in a benchmarking
workflow. We demonstrate the applicability of this workflow for learning
Bayesian networks in four typical data scenarios. The source code and
documentation is publicly available from
http://github.com/felixleopoldo/benchpress.

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The categories of this paper are: plasm-ph
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The categories of this paper are: acc-phys
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The categories of this paper are: funct-an
3
The categories of this paper are: physics
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The categories of this paper are: econ
8
The categories of this paper are: hep-ex
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The categories of this paper are: q-bio
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The categories of this paper are: hep-ph
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The categories of this paper are: atom-ph
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The categories of this paper are: supr-con
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The categories of this paper are: hep-th
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The categories of this paper are: solv-int
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The categories of this paper are: bayes-an
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The categories of this paper are: comp-gas
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The categories of this paper are: nucl-th
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The categories of this paper are: hep-lat