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GUM-compliant neural network robustness verification - a Masters thesis
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ludwig10_masters_thesis
GUM-compliant neural network robustness verification - a Masters thesis
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3f49867a
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3f49867a
authored
2 years ago
by
Björn Ludwig
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feat(thesis): refactor preliminaries to separate file and fill with first drafts
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src/thesis/Thesis_408230.tex
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-19
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src/thesis/Thesis_408230.tex
src/thesis/preliminaries.tex
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src/thesis/Thesis_408230.tex
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3f49867a
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@@ -66,7 +66,7 @@
% \allowdisplaybreaks
% Define more theorem environments.
\newtheorem
{
definition
}{
Definition
}
[
sub
section]
\newtheorem
{
definition
}{
Definition
}
[section]
\newtheorem
{
theorem
}
[definition]
{
Theorem
}
\newtheorem
{
proposition
}
[definition]
{
Proposition
}
\newtheorem
{
lemma
}
[definition]
{
Lemma
}
...
...
@@ -79,6 +79,8 @@
\newtheorem
{
remark
}
[definition]
{
Remark
}
\newtheorem
{
algorithm
}
[definition]
{
Algorithm
}
\newcommand
{
\uc
}{
u
_{
\mathsf
{
c
}}}
%%%%%%%%%%%%%%%%%%%%%%%%%%% End of preamble %%%%%%%%%%%%%%%%%%%%%%%%%%%%%
\begin{document}
...
...
@@ -207,23 +209,7 @@
Afterwards we will apply an existing robustness verification method to our network
ary measure its performance.
\chapter
{
Preliminaries
}
\label
{
ch:preliminaries
}
\begin{definition}
[Standard uncertainty]
\label
{
def:standard-uncertainty
}
\end{definition}
\begin{definition}
[Combined standard uncertainty]
\label
{
def:combined-standard-uncertainty
}
\end{definition}
\begin{definition}
[Expanded uncertainty]
\label
{
def:expanded-uncertainty
}
\end{definition}
\include
{
preliminaries
}
\chapter
{
Uncertainty propagation in NN
}
\label
{
ch:uncertainty-propagation-in-nn
}
...
...
@@ -295,5 +281,4 @@
\clearpage
\printbibliography
~
\nocite
{
*
}
\end{document}
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src/thesis/preliminaries.tex
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3f49867a
\chapter
{
Preliminaries
}
\label
{
ch:preliminaries
}
The following definitions are taken from the
\enquote
{
Guide to
the expression of uncertainty in measurement (GUM)
}
~
\citep
{
jcgm
_
guide
_
2020
}
which
in turn is based on the
\enquote
{
International vocabulary of metrology — Basic and
general concepts and associated terms (VIM)
}
~
\citep
{
jcgm
_
international
_
2012
}
regarding those definitions.
\section
{
Terms related to measurement uncertainty
}
\label
{
sec:terms-related-to
-measurement-uncertainty
}
\begin{definition}
[uncertainty]
\label
{
def:uncertainty
}
(or
\enquote*
{
measurement uncertainty
}
or
\enquote*
{
uncertainty of measurement
}
)
(non-negative) parameter, associated with the result of a measurement, that
characterizes the dispersion of the values that could reasonably be attributed to
the measurand
\end{definition}
\begin{definition}
[Standard uncertainty]
\label
{
def:standard-uncertainty
}
(or
\enquote*
{
standard measurement uncertainty
}
or
\enquote*
{
standard uncertainty
of measurement
}
)
uncertainty of the result of a measurement expressed as a standard deviation
$
u
$
\end{definition}
\begin{definition}
[Combined standard uncertainty]
\label
{
def:combined-standard-uncertainty
}
(or
\enquote*
{
combined standard measurement uncertainty
}
)
standard uncertainty
$
\uc
$
of the result of a measurement when that result is
obtained from the values of a number of other quantities, equal to the positive
square root of a sum of terms, the terms being the variances or covariances of
these other quantities weighted according to how the measurement result varies
with changes in these quantities
\end{definition}
\begin{definition}
[Coverage factor]
\label
{
def:coverage-factor
}
(or
\enquote*
{
expanded measurement uncertainty
}
)
numerical factor
$
k
$
, typically in the range 2 to 3, used as a multiplier of the
combined standard uncertainty in order to obtain an expanded uncertainty
\end{definition}
\begin{definition}
[Expanded uncertainty]
\label
{
def:expanded-uncertainty
}
(or
\enquote*
{
expanded measurement uncertainty
}
)
quantity
$
U
$
defining an interval about the result of a measurement that may be
expected to encompass a large fraction of the distribution of values that could
reasonably be attributed to the measurand, which is obtained by multiplying the
combined standard uncertainty
$
\uc
$
by a coverage factor
$
k
$
\end{definition}
\ No newline at end of file
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