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1 < Tau lepton identification ($\tau$-ID) is a challenging but important endeavor
2 < at hadron colliders.  Standard Model (SM) Higgs boson searches and many new
3 < physics scenarios Beyond the Standard Model (BSM) process have discovery
4 < channels involving taus.  In the Standard Model, the Higgs boson Yukawa
5 < couplings are proportional to mass, resulting in decays to taus ten percent of
6 < the time for scenearios where the higgs mass is below the diboson threshold.
7 < In the Minimal Supersymmetric Model (MSSM), the coupling of members of the
8 < Higgs sector doublet to the tau lepton is enhanced by a factor of $tan\beta$.
1 > High tau identification performance is import for the discovery potential of
2 > many possible new physics signals at the Compact Muon Solenoid (CMS).  Events
3 > with tau leptons are typically signal events; the Standard Model background
4 > rates with true tau leptons are typically the same order of magnitude as the
5 > expected signal rate in many searches.  The challenge of doing physics with taus
6 > is dominated by the rate at which objects are incorrectly tagged as taus.  In
7 > paticular, quark and gluon jets have a significantly higher production
8 > cross-section and events where these objects are incorrectly identified as tau
9 > leptons can dominate the backgrounds of searches for new physics using taus.
10 > Efficient identification of hadronic tau decays and and low misidentification
11 > rate for quarks and gluons is thus essential to maximize the significance of
12 > searches for new physics at CMS.
13  
14 < The large mass of the tau makes it unique among the leptons in that can hadron
15 < final states.  These hadronic decays account for approximately 65\% of all tau
16 < decays and have a signature of small number of collimated pions. The hadronic
17 < decays are dominated by small number of collimated pions.  This signature is
18 < very similar QCD jet production, which in general has cross sections many
19 < orders of magnitude larger than signal processes of interest.  An additional
16 < complication at hadron colliders is the presence of underlying event (UE), due
17 < to secondary interactions in the $pp$ collision.  These underlying event
18 < particles are dominated by large numbers of soft pions which can overlap true
19 < tau decays.
14 > New physics signals may be discovered through tau lepton hadronic decay channels
15 > in early CMS data.  The tau lepton plays a paticularly important role in
16 > searches for Higgs bosons.  In the Minimal Supersymmetric Model (MSSM), the
17 > production cross--section is enhanced by the parameter $\tan\beta$.  The
18 > coupling of the MSSM Higgs to the tau lepton is also enchaced. \fixme(finish
19 > this)
20  
21 < The criterion for a successful $\tau$-ID is twofold: the algorithm must have
22 < high tau efficiency to facilitate searches for rare new physics while
23 < supressing the common backgrounds found at hadron colliders.   This paper will
24 < focus on novel algorithms designed to identify true hadronic tau decays and
25 < reject common backgrounds.
21 > %The tau plays a paticularly important role in the search for Higgs
22 > %boson particle.  In the Standard Model (SM), the Higgs boson couplings to fermions
23 > %are proportional to the fermion mass, which enhances the $H \rightarrow \tau^{+}
24 > %\tau^{-}$ branching ratio relative to other leptonic decay modes.  For SM Higgs
25 > %masses below the $W^{+}W^{-}$ and $ZZ$ production threshold, the SM Higgs decays
26 > %to tau lepton pairs approximately 10\% of the time.  The significance of the tau
27 > %is enhanced in the Minimal Supersymmetric Model (MSSM), where the MSSM Higgs
28 > %coupling to the tau is enhanced by a factor of $\tan\beta$.
29  
30 < Tau identification in CMS is performed using objects from the ``Particle Flow''
31 < algorithm.  The particle flow algorithm provides a global and unique
32 < reconstruction of the event. Signals in various subdectors are linked together
33 < to reconstruct physics objects at particle granularity.  
30 > Tau leptons are unique in that they are the only type of leptons which are heavy
31 > enough to decay to hadrons.  The hadronic decays compose approximately 65\% of
32 > all tau decays, the remainder being split nearly evenly between $\tau^{-}
33 > \rightarrow \mu^{-} \bar \nu_\mu \nu_\tau$ and $\tau^{-} \rightarrow e^{-} \bar
34 > \nu_e \nu_\tau$.  The hadronic decays typically decay to one or three charged
35 > pions and zero to two neutral pions.  The neutral pions decay almost
36 > instantaneously to pairs of photons.
37 >
38 > In this note, we will describe a technique to identify hadronic tau decays.  Tau
39 > decays to electrons and muons are difficult to distinguish from electrons and
40 > muons produced in $pp$ collisions.  Analyses that use exclusively
41 > non-hadronically decaying taus typically require that the leptonic ($e,\mu$)
42 > decays be of opposite flavor.  The discrimination of hadronic tau decays from
43 > electrons and muons is described in~\ref{PFT08001}.  With the Tau Neural
44 > Classifier, we aim to improve the identification of true hadronic tau decays
45 > associated with a collimated jet containing either one or three tracks
46 > reconstructed in the pixel and silicon strip tracker, plus a low number of
47 > neutral electromagnetic showers reconstructed in the calorimeter.

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