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\input{ptdr-definitions}
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\cmsNoteHeader{2009/000}
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\title{The Tau Neural Classifier algorithm: tau identification and decay mode
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reconstruction using neural networks }
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\address[ucdavis]{UC Davis}
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\author[ucdavis]{J. Conway}
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\author[ucdavis]{E. K. Friis}
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\author[ucdavis]{M. Squires}
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\author[ucdavis]{C. Veelken}
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\abstract{
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\input{note/abstract.tex}
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}
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\hypersetup{
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pdfauthor={John Conway, Evan Friis, Michael Squires, Christian Veelken},
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pdftitle={CMS Paper Template},
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pdfsubject={CMS},
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pdfkeywords={CMS, physics, software}
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}
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\begin{document}
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\maketitle
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\section{Introduction}
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\input{note/introduction.tex}
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\subsection{Tau Identification}
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\input{note/tau_id.tex}
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\subsection{TaNC Motivation}
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\input{note/motivation.tex}
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\section{The Tau Neural Classifier Algorithm}
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\input{note/tanc_overview.tex}
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\subsection{Decay mode reconstruction}
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\label{sec:decay_mode_reco}
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\input{note/tanc_dm_reco_intro.tex}
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\subsubsection{Photon merging}
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\input{note/tanc_dm_photon_merging.tex}
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\subsubsection{Quality requirements}
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\input{note/tanc_dm_photon_filtering.tex}
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\subsubsection{Performance}
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\input{note/tanc_dm_reco_results.tex}
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\subsection{Neural network classification}
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\subsubsection{Neural Network Training}
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\input{note/tanc_nn_training.tex}
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\subsubsection{Discriminants}
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\label{sec:tanc_nn_discriminants}
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\input{note/tanc_nn_discriminants.tex}
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\subsubsection{Neural network performance}
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\input{note/tanc_nn_performance.tex}
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\section{Summary}
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\input{note/summary.tex}
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\section{Future work}
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\input{note/future_work.tex}
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\input{note/bibliography.tex}
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\appendix
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\section{Appendix}
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\subsection{Derivation of transform}
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\label{app:transform_derivation}
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\input{note/transformation_derivation.tex}
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\subsection{Input observables}
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\label{sec:input_descriptions}
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%%\input{note/observable_distributions/introduction.tex}
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%\input{note/observable_distributions/var_descriptions.tex}
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%\clearpage
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\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}$}
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\input{note/observable_distributions/OneProngNoPiZero.tex}
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\clearpage
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\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0$}
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\input{note/observable_distributions/OneProngOnePiZero.tex}
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\clearpage
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\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0\pi^0$}
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\input{note/observable_distributions/OneProngTwoPiZero.tex}
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\clearpage
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\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+$}
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\input{note/observable_distributions/ThreeProngNoPiZero.tex}
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\clearpage
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\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+\pi^0$}
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\input{note/observable_distributions/ThreeProngOnePiZero.tex}
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\clearpage
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\end{document}
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