is it interesting? mike strauss. outline statistics and probability statistics and probability...
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Is It Interesting?Is It Interesting?
Mike StraussMike Strauss
OutlineOutline Statistics and probabilityStatistics and probability Experimental uncertaintiesExperimental uncertainties Particle decays and invariant mass distributionsParticle decays and invariant mass distributions Quarks to jetsQuarks to jets CDF W + 2 Jet signalCDF W + 2 Jet signal
Enough Data?Enough Data? If you flip a coin ten times and there If you flip a coin ten times and there
are 4 heads and 6 tails, is the coin are 4 heads and 6 tails, is the coin properly weighted?properly weighted?21% probability 21% probability
(or 38% probability of ≥ 6)(or 38% probability of ≥ 6) If you flip a coin 1000 times and there If you flip a coin 1000 times and there
are 400 heads and 600 tails, is the are 400 heads and 600 tails, is the coin properly weighted?coin properly weighted?4.6 × 104.6 × 10-9-9 % probability % probability
(or 1.4 × 10(or 1.4 × 10-8-8 % probability of ≥ 600) % probability of ≥ 600) The conclusion depends on the The conclusion depends on the
amount of data availableamount of data available
StatisticsStatistics For a Gaussian (normal) distributionFor a Gaussian (normal) distribution
11σσ deviation: 32% probability deviation: 32% probability22σσ deviation: 5% probability deviation: 5% probability33σσ deviation: 0.3% probability deviation: 0.3% probability44σσ deviation: 0.006% probability deviation: 0.006% probability55σσ deviation: 0.00006% probability deviation: 0.00006% probability
Experimental UncertaintiesExperimental Uncertainties Uncertainties (not errors) come in two varietiesUncertainties (not errors) come in two varieties
StatisticalStatisticalWell defined based on the amount of data you haveWell defined based on the amount of data you haveSome interesting experimental signals occur because Some interesting experimental signals occur because
of “statistical fluctuations.” These will disappear with of “statistical fluctuations.” These will disappear with more datamore data
SystematicSystematicNot as well defined but with general learned guidelinesNot as well defined but with general learned guidelinesSome “discoveries” have occurred because systematic Some “discoveries” have occurred because systematic
uncertainties were not fully accounted for. These tend uncertainties were not fully accounted for. These tend to go away with a better understanding of apparatus, or to go away with a better understanding of apparatus, or because another experiment doesn’t see the same because another experiment doesn’t see the same effect.effect.
Particle DecayParticle Decay
EEPP = E = E11 + E + E22
pp = = pp11 + + pp22
EE22 = p = p22cc22 + m + m22cc44
EE22 = p = p22 + m + m22
mm22 = E = E22 – p – p22
Parent
Daughters
mmPP22 = E = EPP
22 – p – pPP22
mmPP22 = (E = (E11 + E + E22))22 – ( – (pp11 + + pp22))22
Discovering new particles: SynopsisDiscovering new particles: Synopsis A new particle can be discovered by observing A new particle can be discovered by observing
peaks in an energy distribution when plotting the peaks in an energy distribution when plotting the invariant mass of chosen decay products.invariant mass of chosen decay products.
The peak must have enough statistical The peak must have enough statistical significance.significance.
We must understand our background shape to We must understand our background shape to know the statistical significance of the peak.know the statistical significance of the peak.
Other experiments should be able to verify new Other experiments should be able to verify new discoveries.discoveries.
Seeing quarks in the detectorSeeing quarks in the detector
Hadronizationq
As quarks leave a collision, they change into a ‘shotgun blast’ of particles called a ‘jet’
q
Remember that quarks are always confined!
A 2 jet eventA 2 jet event
CDF W + 2 jetCDF W + 2 jet
?
Latest CDF W + 2 jet dataLatest CDF W + 2 jet data
Options?
Discussion?Discussion?