| 1 |
friis |
1.1 |
\input{ptdr-definitions}
|
| 2 |
|
|
|
| 3 |
|
|
\cmsNoteHeader{2009/000}
|
| 4 |
|
|
|
| 5 |
friis |
1.3 |
\title{The Tau Neural Classifier algorithm: tau identification and decay mode
|
| 6 |
|
|
reconstruction using neural networks }
|
| 7 |
friis |
1.1 |
|
| 8 |
|
|
\address[ucdavis]{UC Davis}
|
| 9 |
|
|
|
| 10 |
|
|
\author[ucdavis]{E. K. Friis}
|
| 11 |
|
|
\author[ucdavis]{J. Conway}
|
| 12 |
|
|
\author[ucdavis]{C. Veelken}
|
| 13 |
|
|
|
| 14 |
|
|
\abstract{
|
| 15 |
friis |
1.2 |
\input{note/abstract.tex}
|
| 16 |
friis |
1.1 |
}
|
| 17 |
|
|
|
| 18 |
|
|
\hypersetup{
|
| 19 |
friis |
1.2 |
pdfauthor={John Conway, Evan Friis, Christian Veelken},
|
| 20 |
friis |
1.1 |
pdftitle={CMS Paper Template},
|
| 21 |
|
|
pdfsubject={CMS},
|
| 22 |
|
|
pdfkeywords={CMS, physics, software}
|
| 23 |
|
|
}
|
| 24 |
|
|
|
| 25 |
|
|
\begin{document}
|
| 26 |
|
|
\maketitle
|
| 27 |
|
|
|
| 28 |
|
|
\section{Introduction}
|
| 29 |
friis |
1.2 |
\input{note/introduction.tex}
|
| 30 |
friis |
1.1 |
|
| 31 |
friis |
1.3 |
\subsection{Tau Identification}
|
| 32 |
|
|
\input{note/tau_id.tex}
|
| 33 |
friis |
1.1 |
|
| 34 |
friis |
1.3 |
\subsection{TaNC Motivation}
|
| 35 |
friis |
1.2 |
\input{note/motivation.tex}
|
| 36 |
friis |
1.1 |
|
| 37 |
|
|
\section{The Tau Neural Classifier Algorithm}
|
| 38 |
friis |
1.2 |
\input{note/tanc_overview.tex}
|
| 39 |
friis |
1.3 |
\subsection{Decay mode reconstruction}
|
| 40 |
|
|
\input{note/tanc_dm_reco_intro.tex}
|
| 41 |
|
|
\subsubsection{Photon merging}
|
| 42 |
|
|
\input{note/tanc_dm_photon_merging.tex}
|
| 43 |
|
|
\subsubsection{Quality requirements}
|
| 44 |
|
|
\input{note/tanc_dm_photon_filtering.tex}
|
| 45 |
|
|
\subsubsection{Performance}
|
| 46 |
|
|
\input{note/tanc_dm_reco_results.tex}
|
| 47 |
friis |
1.1 |
|
| 48 |
friis |
1.3 |
\subsection{Neural network classification}
|
| 49 |
|
|
\subsubsection{Neural Network Training}
|
| 50 |
|
|
\input{note/tanc_nn_training.tex}
|
| 51 |
|
|
\subsubsection{Discriminants}
|
| 52 |
|
|
\input{note/tanc_nn_discriminants.tex}
|
| 53 |
friis |
1.1 |
|
| 54 |
|
|
\end{document}
|
| 55 |
|
|
|
