Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Methodology for development of scientific software and test frameworks
  in function of precision of the expected results   This dissertation focuses on the development process of scientific software.
It presents a methodology that has emerged over time during development of
Monte Carlo tools for high energy physics experiments. A short description of
the physics background needed to understand the subjects presented in this
dissertation is included and the different types of software created for the
physics experiments are outlined. Challenges related to the scientific software
development are presented.
  The development process of several projects is described. The development of
subsequent milestones of these projects follow the cycle of improving the
physics model, describing the model using mathematical formalism, implementing
the model with numerical approximations, creating the software framework,
documenting and validating results. The relation between increased precision of
the results and increased complexity of tests and test frameworks is also
demonstrated based on these projects. The subject of scientific software
testing is addressed and the taxonomy of the scientific software tests is
presented including testing techniques used in the development of this
software.
  Author of this dissertation co-authored tools presented in it. Some of these
tools have been introduced into the HEP community. Some gained large user base
and are in active use by the community. Some of them are part of analyses
performed by experiments around Large Hadron Collider. The analysis of the
development process of these tools can help estimate the effort needed to
improve the design and precision of complex algorithms.

15
The categories of this paper are: nucl-ex
27
The categories of this paper are: comp-gas
3
The categories of this paper are: physics
23
The categories of this paper are: solv-int
0
The categories of this paper are: hep-ph
2
The categories of this paper are: math
6
The categories of this paper are: astro-ph
12
The categories of this paper are: nucl-th
30
The categories of this paper are: q-alg
37
The categories of this paper are: supr-con
16
The categories of this paper are: stat
19
The categories of this paper are: eess
36
The categories of this paper are: cmp-lg
26
The categories of this paper are: bayes-an
24
The categories of this paper are: dg-ga
8
The categories of this paper are: hep-ex