Friis/TancNote/main.tex

\input{ptdr-definitions}

\cmsNoteHeader{2009/000}

\title{The Tau Neural Classifier algorithm: tau identification and decay mode
reconstruction using neural networks }

\address[ucdavis]{UC Davis}

\author[ucdavis]{J. Conway}
\author[ucdavis]{E. K. Friis}
\author[ucdavis]{M. Squires}
\author[ucdavis]{C. Veelken}

\abstract{
\input{note/abstract.tex}
}

\hypersetup{
pdfauthor={John Conway, Evan Friis, Michael Squires, Christian Veelken},
pdftitle={CMS Paper Template},
pdfsubject={CMS},
pdfkeywords={CMS, physics, software}
}

\begin{document}
\maketitle

\section{Introduction}
\input{note/introduction.tex}

\subsection{Tau Identification}
\input{note/tau_id.tex}

\subsection{TaNC Motivation}
\input{note/motivation.tex}

\section{The Tau Neural Classifier Algorithm}
\input{note/tanc_overview.tex}
\subsection{Decay mode reconstruction}
\label{sec:decay_mode_reco}
\input{note/tanc_dm_reco_intro.tex}
\subsubsection{Photon merging}
\input{note/tanc_dm_photon_merging.tex}
\subsubsection{Quality requirements}
\input{note/tanc_dm_photon_filtering.tex}
\subsubsection{Performance}
\input{note/tanc_dm_reco_results.tex}

\subsection{Neural network classification}
\subsubsection{Neural Network Training}
\input{note/tanc_nn_training.tex}
\subsubsection{Discriminants}
\label{sec:tanc_nn_discriminants}
\input{note/tanc_nn_discriminants.tex}
\subsubsection{Neural network performance}
\input{note/tanc_nn_performance.tex}
\section{Summary}
\input{note/summary.tex}
\section{Future work}
\input{note/future_work.tex}

\input{note/bibliography.tex}

\appendix
\section{Appendix}
\subsection{Derivation of transform}
\label{app:transform_derivation}
\input{note/transformation_derivation.tex}
\subsection{Input observables}
\label{sec:input_descriptions}
%%\input{note/observable_distributions/introduction.tex}
%\input{note/observable_distributions/var_descriptions.tex}
%\clearpage

\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}$}
\input{note/observable_distributions/OneProngNoPiZero.tex}
\clearpage

\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0$}
\input{note/observable_distributions/OneProngOnePiZero.tex}
\clearpage

\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0\pi^0$}
\input{note/observable_distributions/OneProngTwoPiZero.tex}
\clearpage

\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+$}
\input{note/observable_distributions/ThreeProngNoPiZero.tex}
\clearpage

\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+\pi^0$}
\input{note/observable_distributions/ThreeProngOnePiZero.tex}
\clearpage

\end{document}

Revision:	1.10
Committed:	Thu Apr 29 23:23:12 2010 UTC (15 years ago) by friis
Content type:	application/x-tex
Branch:	MAIN
CVS Tags:	HEAD
Changes since 1.9:	+2 -1 lines
Log Message:	Final version
#	User	Rev	Content
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	friis	1.4	\author[ucdavis]{J. Conway}
11	friis	1.1	\author[ucdavis]{E. K. Friis}
12	friis	1.10	\author[ucdavis]{M. Squires}
13	friis	1.1	\author[ucdavis]{C. Veelken}
14
15			\abstract{
16	friis	1.2	\input{note/abstract.tex}
17	friis	1.1	}
18
19			\hypersetup{
20	friis	1.10	pdfauthor={John Conway, Evan Friis, Michael Squires, Christian Veelken},
21	friis	1.1	pdftitle={CMS Paper Template},
22			pdfsubject={CMS},
23			pdfkeywords={CMS, physics, software}
24			}
25
26			\begin{document}
27			\maketitle
28
29			\section{Introduction}
30	friis	1.2	\input{note/introduction.tex}
31	friis	1.1
32	friis	1.3	\subsection{Tau Identification}
33			\input{note/tau_id.tex}
34	friis	1.1
35	friis	1.3	\subsection{TaNC Motivation}
36	friis	1.2	\input{note/motivation.tex}
37	friis	1.1
38			\section{The Tau Neural Classifier Algorithm}
39	friis	1.2	\input{note/tanc_overview.tex}
40	friis	1.3	\subsection{Decay mode reconstruction}
41	friis	1.8	\label{sec:decay_mode_reco}
42	friis	1.3	\input{note/tanc_dm_reco_intro.tex}
43			\subsubsection{Photon merging}
44			\input{note/tanc_dm_photon_merging.tex}
45			\subsubsection{Quality requirements}
46			\input{note/tanc_dm_photon_filtering.tex}
47			\subsubsection{Performance}
48			\input{note/tanc_dm_reco_results.tex}
49	friis	1.1
50	friis	1.3	\subsection{Neural network classification}
51			\subsubsection{Neural Network Training}
52			\input{note/tanc_nn_training.tex}
53			\subsubsection{Discriminants}
54	friis	1.6	\label{sec:tanc_nn_discriminants}
55	friis	1.3	\input{note/tanc_nn_discriminants.tex}
56	friis	1.4	\subsubsection{Neural network performance}
57			\input{note/tanc_nn_performance.tex}
58	friis	1.7	\section{Summary}
59			\input{note/summary.tex}
60	friis	1.5	\section{Future work}
61			\input{note/future_work.tex}
62
63	friis	1.8	\input{note/bibliography.tex}
64
65			\appendix
66	friis	1.5	\section{Appendix}
67	friis	1.7	\subsection{Derivation of transform}
68	friis	1.6	\label{app:transform_derivation}
69			\input{note/transformation_derivation.tex}
70	friis	1.5	\subsection{Input observables}
71			\label{sec:input_descriptions}
72	friis	1.8	%%\input{note/observable_distributions/introduction.tex}
73	friis	1.6	%\input{note/observable_distributions/var_descriptions.tex}
74	friis	1.8	%\clearpage
75	friis	1.5
76	friis	1.9	\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}$}
77	friis	1.5	\input{note/observable_distributions/OneProngNoPiZero.tex}
78			\clearpage
79
80	friis	1.9	\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0$}
81	friis	1.5	\input{note/observable_distributions/OneProngOnePiZero.tex}
82			\clearpage
83
84	friis	1.9	\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^0\pi^0$}
85	friis	1.5	\input{note/observable_distributions/OneProngTwoPiZero.tex}
86			\clearpage
87
88	friis	1.9	\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+$}
89	friis	1.5	\input{note/observable_distributions/ThreeProngNoPiZero.tex}
90			\clearpage
91
92	friis	1.9	\subsubsection{Input observable distributions for $\tau^{-} \rightarrow \pi^{-}\pi^-\pi^+\pi^0$}
93	friis	1.5	\input{note/observable_distributions/ThreeProngOnePiZero.tex}
94			\clearpage
95	friis	1.1
96			\end{document}
97