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 % This file is public domain
 % If you want to use arara, you need the following directives:
 % arara: pdflatex: { synctex: on }
 % arara: makeglossaries
 % arara: pdflatex: { synctex: on }
 % arara: pdflatex: { synctex: on }
\documentclass[a4paper]{report}

\usepackage[colorlinks,plainpages=false]{hyperref}
\usepackage[acronym,% create 'acronym' glossary type
 % The package option "nomain" is used here to suppress the
 % main glossary, since this example doesn't use it. If you
 % want to use the main glossary, remove the "nomain" option.
            nomain,%
            style=altlist, % use altlist style
            toc, % add the glossary to the table of contents
           ]{glossaries}

\makeglossaries

 % Change the acronym style to long-sc-short-desc:
\setacronymstyle{long-sc-short-desc}

 % Change the "see" items so that they use \acronymfont:
\renewcommand*{\glsseeitemformat}[1]{\acronymfont{\glsentrytext{#1}}}

 % Not using a font that supports bold smallcaps so change the way
 % the name is formatted in the glossary:

\renewcommand*{\glsnamefont}[1]{\textmd{#1}}

\newacronym[description={Statistical pattern recognition
technique~\protect\cite{svm}}, % acronym's description
]{svm}{svm}{support vector machine}

\newacronym
 [description={Statistical pattern recognition technique
  using the ``kernel trick''},% acronym's description
  see={[see also]{svm}},
]
{ksvm}{ksvm}{kernel support vector machine}

\begin{document}
\tableofcontents

\chapter{Support Vector Machines}

The \gls{svm} is used widely in the area of pattern recognition.
 % plural form with initial letter in uppercase:
\Glspl{svm} are \ldots\ (but beware, converting the initial letter to
upper case for a small caps acronym is sometimes considered
poor style).

Short version: \acrshort{svm}. Long version: \acrlong{svm}. Full
version: \acrfull{svm}. Description: \glsentrydesc{svm}.

This is the entry in uppercase: \GLS{svm}.

\chapter{Kernel Support Vector Machines}

The \gls{ksvm} is \ifglsused{svm}{an}{a} \gls{svm} that uses
the so called ``kernel trick''. This is the entry's description without
a link: \glsentrydesc{ksvm}.

\glsresetall
Possessive: \gls{ksvm}['s].
Make the glossary entry number bold for this
one \gls[format=hyperbf]{svm}.

\begin{thebibliography}{1}
\bibitem{svm} \ldots
\end{thebibliography}

\printglossary

\end{document}