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[]\T1/ptm/m/n/10.95 In these two lec-tures we will dis-cuss two top-ics that ar
e be-com-ing in-creas-ingly im-por-tant: Bayesian
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[1

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[]\T1/ptm/m/n/10.95 For our ex-am-ple above, MCMC was used to gen-er-ate points
 ac-cord-ing to the pos-te-rior pdf $\OML/cmm/m/it/10.95 p\OT1/cmr/m/n/10.95 (\
OML/cmm/m/it/10.95 ^^R[]; ^^R[]\OT1/cmr/m/n/10.95 )$
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[]\T1/ptm/m/n/10.95 R.M. Neal, \T1/ptm/m/it/10.95 Prob-a-bilis-tic In-fer-ence 
Us-ing Markov Chain Monte Carlo Meth-ods\T1/ptm/m/n/10.95 , Tech-ni-cal
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\T1/ptm/m/n/10.95 Re-port CRG-TR-93-1, Dept. of Com-puter Sci-ence, Uni-ver-sit
y of Toronto, avail-able from
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[]\T1/ptm/m/n/10.95 I. Narsky, \T1/ptm/m/it/10.95 Stat-Pat-tern-Recog-ni-tion: 
A C++ Pack-age for Sta-tis-ti-cal Anal-y-sis of
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\T1/ptm/m/it/10.95 High En-ergy Physics Data\T1/ptm/m/n/10.95 , \T1/cmtt/m/n/10
.95 physics/0507143 \T1/ptm/m/n/10.95 (2005); soft-ware avail-able from
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[]\T1/ptm/m/n/10.95 K. Cran-mer, PHYSTAT-LHC Work-shop on Sta-tis-ti-cal Is-sue
s for LHC Physics, 2008.
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