!"#$%&'%$()*!$$

*+#,-#.$/#01234513$67,89,513

!"#$%&'"(()*("%+&,$)-(&./#)01"2+&&

345$)&6#"7)+&6(%8#)# 9#2#%$"$

'(1"%(&:122$)%/1)

;<.=&6>47?12#4&<)01"?#71)&'"1>@

;<.=&.ABCD&E&:(-(?*("&CCFCD+&DGCD&E&H"4#)21+&I41"$2#+&J.3&
H>/4$)(&

• <)/"12>-71)&

• K8#/LM&2$N("()/&$)&.ABCDO&

• B5#4>#71)&">4(M&

• B5#4>#71)&/(M/M&

• P#"7-$@#)/M&

• A(M>4/M&

– !1??1)&!1)2$71)M&

• !1?@#"$M1)&10&!)1"?&#)2&!44"&"(M>4/M&

– P("01"?#)-(&I#-/1"M&

– Q$M/1"R&

– !1""(4#71)&3?1)%&.RM/(?M&

• .>??#"R&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 2 
<)/"12>-71)&

• .ABCD&$M&4#/(M/&$)&M("$(M&10&;<.=&(5#4>#71)M&10&

#>/1?#7-&M@(#S("&2(/(-71)&*(%>)&$)&CTTU&

– 61M/&"(-()/&;<.=&.AB&1-->""(2&$)&DGCG&

• V#M$-&/#MS&$M&M@(#S("&2(/(-71)W&

3 

&&&&&'$5()&#&/#"%(/&M@(#S("&#)2&#&/(M/&M@((-8&M(%?()/+&

&&&&&2(/("?$)(&$0&/8(&/#"%(/&$M&M@(#S$)%&$)&/8(&/(M/&M(%?()/&

E&&3&/"$#4&-1)/#$)M&#&!"#$%!&'(%")%#&*+&#)2&#&!%'!&'%$,%-!&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
<)/"12>-71)&

• B5#4>#71)&">4(M&M$?$4#"&/1&/81M(&$)&@#M/+&X$/8&)1/#*4(&

(Y-(@71)M&

• 3&01.#$:#;:$X#M&"(Z>$"(2&10,&@#"7-$@#)/M&

• H/8("&/(M/M&$)-4>2(2&5#"$#71)M&10&/8(&/"#$)&#)2&/(M/&

M(%?()/&-1)2$71)M+&#)2&X("(&1@71)#4&

• B5#4>#71)&1@()&/1,&$)/("(M/(2&@#"7-$@#)/M&X$44$)%&

/1&01441X&(5#4>#71)&">4(M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 4 
K8#/LM&:$N("()/&$)&DGCD&

• ="#$)$)%&

• =(M/&

• .RM/(?&H>/@>/&[&6(/"$-&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 5 
K8#/LM&:$N("()/&$)&DGCD&

• ="#$)$)%&

– 61M/&10&/8(&/"#$)$)%&2#/#&"(4(#M(2&$)#)-(&10&

/8(&(5#4>#71)&

– 61"(&#)2&?1"(&5#"$(2&/"#$)$)%&2#/#&01"&(#-8&

M@(#S("&

• 6#\1"$/R&10&/#"%(/&M@(#S("M&$),&(5#4>#71)&/(M/M&8#2&

?1"(&/8#)&1)(&M(%?()/&

• <)&?#)R&-#M(M&/#"%(/&M@(#S("M&8#2&?$- $)/+&?$- @8)+&#)2&

/(4 @8)&/"#$)$)%&2#/#&

– ]1$)/&S)1X4(2%(&10&/8(&/#"%(/&M@(#S("M&$MƹX(2&

• <)&/8(&@#M/+&/"$#4M&@"1-(MM(2&X$/81>/&S)1X4(2%(&10&

1/8("&/#"%(/&M@(#S("M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 6 
K8#/LM&:$N("()/&$)&DGCD&

• =(M/&

– ^)1X)&#)2&>)S)1X)&)1)F/#"%(/&M@(#S("M&

– :>"#71)&

• _GG+&CGG+&_G&M(-&

– ;1$M(&

• 322$75(+&B)5$"1)?()/#4&

– ;1&3.A&@"15$2(2&

– ;1&?#MS$)%&)1$M(&1)&$)/("5$(X("&-8#))(4&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 7 
K8#/LM&:$N("()/&$)&DGCD&

• .RM/(?&H>/@>/&

– `1%F4$S(4$8112&"#71&1>/@>/M&"(Z>$"(2&

– ;1&2(-$M$1)&"(Z>$"(2&

• Ha-$#4&6(/"$-&

– 35("#%(&-1M/&>M$)%&/X1&2$N("()/&M(/M&10&@#"#?(/("M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 8 
K8#/LM&:$N("()/&F&:(-$M$1)&!1M/&I>)-71)&

9 

!!"#$$%$$&'())$*$+,-./"# *$+'())0,-./"#$

$$$$$$$$$$$$2$&3-4)"54-.6$*$78$9$+,-./"#:;

""""""""""""""""""""*$$7$$+3-4)"54-.60<=>?=@>=,-./"# *$+<=>?=

$$$$$$$$$$$$$$$$$$$$$$$$2$+3-4)"54-.60A=B=>?=@>=,-./"#$*$78$9$+<=>?=:$:;

&'()) Wb&/8(&-1M/&10&#&?$MM&

&3-4)"54-.6&Wb&/8(&-1M/&10&#&0#4M(#"?&

+,-./"# Wb&/8(&"&(#*.#*&@"1*#*$4$/R&/8#/&/8(&M(%?()/&M@(#S("&$M&/8(&/#"%(/&M@(#S("&

+<=>?= Wb&/8(&"&(#*.#*&@"1*#*$4$/R&/8#/&/8(&)1)F/#"%(/&M@(#S("&$M&1)(&10&/8(& &&&&

&&&&(5#4>#71)&/#"%(/&M@(#S("M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 

&'()) &35 +,-./"#958; +,-./"#95C +<=>?=

=(M/&.(%?()/&

!1)2$71)

!1"(&

BY/()2(2&

.>??(2 C C GcGC GcGGC

Gcd

^)1X) C

J)S)1X) G
K8#/LM&:$N("()/&F&:(-$M$1)&!1M/&I>)-71)&

10 

;1"?#4$e$)%+&X(&%(/&

X8("(&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
K8#/LM&:$N("()/&F&:(-$M$1)&!1M/&I>)-71)&

11 

BZ>$5#4()/4R+&

X8("(&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
K8#/LM&:$N("()/&F&:(-$M$1)&!1M/&I>)-71)&

12 

I$)#44R+&/8#)SM&/1&;$S1 V">??("+&:#5$2&5#)&`((>X()+&:#)$(4&A#?1M+&]1#Z>$)&'1)e#4(eFA12"$%>(e&&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 

&'()) &35 +,-./"#958; +,-./"#95C +<=>?=

=(M/&.(%?()/&

!1)2$71)

!1"(&

BY/()2(2&

.>??(2 C C GcGC GcGGC

Gcd

^)1X) C

J)S)1X) G
B5#4>#71)&A>4(M

• B#-8&/"$#4&2(-$M$1)&/1&*(&?#2(&*#M(2&1)W&

– =8(&M@(-$f(2&M(%?()/&#)2&/8(&M(/&10&/#"%(/&M@(#S("M&

– JM(&10&$)01"?#71)&#*1>/&1/8("&/(M/&M(%?()/M&$M&;H=ƹX(2&

• ;1"?#4$e#71)&15("&?>47@4(&!"#$%!&'(%")%#'&<.ƹX(2&

• ;1"?#4$e#71)&15("&?>47@4(&!%'!&'%$*%+!'&;H=ƹX(2&

• JM(&10&(5#4>#71)&2#/#&01"&$?@1M/1"&?12(4$)%&;H=ƹX(2&

• JM(&10&?#)>#44R&@"12>-(2&/"#)M-"$@/M&1"&#)R&1/8("&8>?#)&

$)/("#-71)&X$/8&/8(&2#/#&;H=ƹX(2&

• ^)1X4(2%(&10&/8(&?12(4&M@(#S("&%()2("&3``HKB:&

– ;1&-"1MM&M(Y&/"$#4M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 13 
B5#4>#71)&=(M/M&g1>/4$)(h&

• ="#$)$)%&!1)2$71)M&

• =(M/&.(%?()/&!1)2$71)M&

• B5#4>#71)&=(M/&6#/"$Y&

• !1"(&=(M/&E&!1??1)&!1)2$71)M&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 14 
="#$)$)%&!1)2$71)M&

15 

,-%+./%#& 0%'1#2(.3+&

!1"(& 344&M@((-8&2#/#+&$)-4>2$)%&?$-"1@81)(&#)2&/(4(@81)(&-8#))(4&

"(-1"2$)%M+#$4#*4(&01"&(#-8&/#"%(/&M@(#S("c&

=(4(@81)(&

344&/(4(@81)(&-8#))(4&M@((-8&2#/##$4#*4(&01"&(#-8&/#"%(/&M@(#S("c&

=8$M&-1)2$71)&@"18$*$/M&/8(&>M(&$)&#)R&X#R&10&/8(&?$-"1@81)(&2#/#&

0"1?&#)R&10&/8(&2(M$%)#/(2&/#"%(/&M@(#S("Mc&6$-"1@81)(&2#/#&0"1?&

M@(#S("M&1/8("&/8#)&/81M(&M@(-$f(2&#M&/#"%(/&M@(#S("M&?#R&*(&>M(2+&01"&

(Y#?@4(+&01"&*#-S%"1>)2&?12(4M+&M@((-8&#-75$/R&2(/(-71)&?12(4M+&(/-c&

6$-"1@81)(&

344&?$-"1@81)(&-8#))(4&M@((-8&2#/##$4#*4(&01"&(#-8&/#"%(/&M@(#S("c&

=8$M&-1)2$71)&@"18$*$/M&/8(&>M(&$)&#)R&X#R&10&/8(&/(4(@81)(&2#/#&0"1?&

#)R&10&/8(&2(M$%)#/(2&/#"%(/&M@(#S("Mc&=(4(@81)(&2#/#&0"1?&M@(#S("M&

1/8("&/8#)&/81M(&M@(-$f(2&#M&/#"%(/&M@(#S("M&?#R&*(&>M(2+&01"&

(Y#?@4(+&01"&*#-S%"1>)2&?12(4M+&M@((-8&#-75$/R&2(/(-71)&?12(4M+&(/-c&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
=(M/&.(%?()/&!1)2$71)M&

16 

,-%+./%#& 0%'1#2(.3+&

!1"(&

H)(&/X1F-8#))(4&(Y-("@/&0"1?&#&/(4(@81)(&-1)5("M#71)&1"&$)/("5$(X+&

-1)/#$)$)%&)1?$)#44R&*(/X(()&DG&#)2&CUG&M(-1)2M&10&/#"%(/&M@(#S("&

M@((-8c&.1?(&10&/8(M(&/(M/&M(%?()/M&X$44&8#5($75(&)1$M(&$?@1M(2c&

BY/()2(2& =8(&/(M/&M(%?()/M&X$44&*(&/8(&M#?(&#M&/81M(&>M(2&$)&!1"(c&=8(&)>?*("&10&

/"$#4M&$)&BY/()2(2&/(M/M&X$44&(Y-((2&/8(&)>?*("&10&/"$#4M&$)&!1"(&/(M/Mc&

.>??(2&

3&M>??(2F-8#))(4&(Y-("@/&0"1?&#&/(4(@81)(&-1)5("M#71)&1"&$)/("5$(X+&

-1)/#$)$)%&)1?$)#44R&*(/X(()&DG&#)2&CUG&M(-1)2M&10&/#"%(/&M@(#S("&

M@((-8&01"?(2&*R&M#?@4(F*RFM#?@4(&M>??$)%&10&$/M&/X1&M$2(Mc&

^)1X)&

=8(&/"$#4&4$M/&01"&/8(&S)1X)&/(M/&M(%?()/&-1)2$71)&X$44&*(&/8(&M#?(&#M&$)&

BY/()2(2c&=8(&MRM/(?&M81>42&@"(M>?(&/8#/,&10&/8(&)1)F/#"%(/&/"$#4M&#"(&

*R&S)1X)&M@(#S("Mc&

J)S)1X)&

=8(&/"$#4&4$M/&01"&/8(&>)S)1X)&/(M/&M(%?()/&-1)2$71)&X$44&*(&/8(&M#?(&#M&

$)&BY/()2(2c&=8(&MRM/(?&M81>42&@"(M>?(&/8#/,&10&/8(&)1)F/#"%(/&/"$#4M&

#"(&*R&>)S)1X)&M@(#S("Mc&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
B5#4>#71)&=(M/&6#/"$Y&

4#"2+2+$&53+-2.3+&

<1.#$ =40.1+"13#$$ !#8#+"13#$

4%'!&6%$*%+!&

53+-2.3+&

<1.#$ .#>94.#? 1@71)#4& 1@71)#4&

6@:#3?#?$ 1@71)#4& 1@71)#4 1@71)#4&

*9AA#?$ 1@71)#4& F& F&

B31C3$ 1@71)#4& F& F&

D3-31C3$ 1@71)#4& F& F&

17 

• =8(&13#%&!%'!&$M&/8(&M$)%4(&"(Z>$"(2&-1)2$71)&

• ;1)FM>??(2&@81)(&-1)5("M#71)&M(%?()/M&X("(&/X1F-8#))(4+&X$/8&M$2(&

10&$)/("(M/&2(M$%)#/(2&

• <)/("5$(X&M(%?()/M&(#-8&$)-4>2(2&$)/("5$(X("LM&-41M(F/#4S$)%&?$-&-8#))(4+&

/1&M>@@1"/&M@(#S("&M(@#"#71)&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
!1??1)&!1)2$71)M&

=8(&(/#(.'%&10&/8(&-1??1)&-1)2$71)M&$M&/1&

()-1>"#%(&@#"7-$@#)/M&/1&01->M&"(M(#"-8&(N1"/M&

18 

3&i-1??1)&-1)2$71)j&$M&#&M>*M(/&10&/8(&

(5#4>#71)&/"$#4M&/8#/&8#5(&M1?(&%$5()&

@"1@("/R&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 
!1"(&=(M/&E&!1??1)&!1)2$71)M&

I$5(&-1??1)&-1)2$71)M&X("(&M@(-$f(2&01"&.ABCD&

=8(R&X("(,&/"$#4M&$)5145$)%&?>47@4(&M(%?()/&/"#$)$)%&#)2&&

Ch $)/("5$(X&M@((-8&$)&/(M/&X$/81>/(2&)1$M(&$)&/(M/&

Dh /(4(@81)(&-8#))(4&M@((-8&$)&/(M/&X$/81>/(2&)1$M(&$)&/(M/&

_h $)/("5$(X&M@((-8&$)&/(M/&X$/8(2&)1$M(&$)&/(M/&

kh /(4(@81)(&-8#))(4&M@((-8&$)&/(M/&X$/8(2&)1$M(&$)&/(M/&

dh /(4(@81)(&-8#))(4&M@((-8&$)/()71)#44R&-144(-/(2&$)&#&)1$MR&

()5$"1)?()/l&$)&/(M/&#)2&X$/81>/(2&)1$M(&

l/8$M&X#M&M(40F"(@1"/(2&*R&/8(&M@(#S("

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 19 
;>?*("M&10&="$#4M&

<1AA13$

<13?4513$

<1.#$

E:,.2#:$F$-31C3$313G:,.2#:$F$

93-31C3$313G:,.2#:H$

6@:#3?#?$!.4,8;$$

E:,.2#:$F$-31C3$313G:,.2#:$F$

93-31C3$313G:,.2#:H$

C& D+mTn&[&kU+UGC&[&UC+mnC& _+mUG&[&CG+Tmd+_nn&[&CC+_kT+kDU&

D& n+_dk&[&kkd+GkC&[&CGd+CTU& n+_dk&[&CG+_CD+CCm&[&D+Gmm+m_k&

_& _+mdC&[&kT+G_D&[&DG+Gkm& d+CDn&[&CD+kkk+UnD&[&k+mGk+dGG&

k& n+CnU&[&kCC+mk_&[&k+mnD& n+CnU&[&T+knC+DCT&[&CDk+m_G&

d& _+mm_&[&DGT+d_D&[&D+kGU& _+mm_&[&d+CCT+C_G&[&nn+nkd&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 20 
P#"7-$@#7)%&.$/(M&#)2&.RM/(?M&

*I;:#A$

)?#35J#.

*4:# K10,513

3V! 3%)$71 .@#$)[&.c&30"$-#&

V")1&J)$5("M$/R&10&=(-8)141%R& !e(-8&A(@>*4$-&&

!A<6& !#)#2#&

3;Q9= 3;Q9=& !8$)#&&

3=<P 325#)-(2&=(-8)141%$(M&01"&<)01"?#71)&P"1-(MM$)% '("?#)R&&

3=,.FoJ= J)$5("M$2#2&3>/1)1?#&2(&6#2"$2& &.@#$)&

o>(()M4#)2&J)$5("M$/R&10&=(-8)141%R& 3>M/"#4$#&

!!;= p8(\$#)%&J)5$("M$/R &!8$)#&

!'= _6&!1%()/& J.3&

!`3A^.H; !4#"SM1)&J)$5("M$/R& J.3&

!Po: !PZ: &V"#e$4&

!A.. J)$5("M$/R&10&=(Y#M&#/&:#44#M& J.3&

:B`=3;!J :(4/#&B4(-/"1)$-M+&<)-c& =#$X#)&

;#71)#4&!()/"#4&J)$5("M$/R& =#$X#)&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 21 
P#"7-$@#7)%&.$/(M&#)2&.RM/(?M&

*I;:#A$

)?#35J#.

*4:# K10,513

I<JP6 P14R/(-8)$-&J)$5("M$/R&10&6#2"$2& &.@#$)&

'==.B J)$5("M$/R&10&/8(&V#MZ>(&!1>)/"R& .@#$)&

Q^PJ Q1)%&^1)%&P14R/(-8)$-&J)5$5("M$/R& Q1)%&^1)%&&

<_3 J)$5("M$/R&10&p#"#%1e#& .@#$)&

<kJ <)M7/>/(&01"&<)01-1??&A(M(#"-8& .$)%#@1"(&

J)$5("M$/R&10&B#M/(")&I$)4#)2& I$)4#)2&

A#2*1>2&J)$5("M$/R&;$\?(%()& ;(/8("4#)2M&

!A..+&J)$5("M$/R&10&=(Y#M&#/&:#44#M& J.3&

,#4$2.1q&`/2& J)$/(2&^$)%21?&

`<3+&J)$5("M$/R&10&35$%)1)& I"#)-(&

<2$#@&A(M(#"-8&<)M7/>/(& .X$/e("4#)2&

.X#)M(#&J)$5("M$/R& J)$/(2&^$)%21?&

J)$5("M$/R&10&;(X&.1>/8&K#4(M& 3>M/"#$4$#

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 22 
P#"7-$@#7)%&.$/(M&#)2&.RM/(?M&

*I;:#A$

)?#35J#.

*4:# K10,513

<V6FQ3<I3 <V6&Q#$0#& <M"#(4&

<!.< <)/(")#71)#4&!1?@>/("&.-$()-(&<)M7/>/(& J.3&

<:<3P <:<3P&A(M(#"-8&<)M7/>/(& .X$/e("4#)2&&

<I`9J.=! J)$5("M$/R&10&.-$()-(&#)2&=(-8)141%R !8$)#&

<<A <)M7/>/(&01"&<)01-1??&A(M(#"-8& &.$)%#@1"(&

<<.3. <)M7/>/(&10&<)01"?#71)&.-$()-(+&3-#2(?$#&.$)$-# =#$X#)&

<<=' <)2$#)&<)M7/>/(&10&=(-8)141%R+&'>X#8#7 <)2$#&&

<<=Q <)2$#) <)M7/>/( 10&=(-8)141%R+&QR2("#*#2 <)2$#&&

<<=63:A3. <)2$#)&<)M7/>/(&10&=(-8)141%R+&6#2"#M& <)2$#&&

<H3!3. <)M7/>/(&10&3-1>M7-M+&!8$)(M(&3-#2(?R&10&.-$()-(& !8$)#&

`<3 J)$5("M$/R&10&35$%)1)& &I"#)-(&

`<6.<,A `<6.<& I"#)-(&

,1-#@$#&A(M(#"-8& I"#)-(&

NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 23 
P#"7-$@#7)%&.$/(M&#)2&.RM/(?M&

*I;:#A$

)?#35J#.

*4:# K10,513

63;J J)$5("M$/R&10&6#)-8(M/("& J)$/(2&^$)%21?&&

6<=`` 6<=&`$)-14)&`#*1"#/1"R& J.3&&

6<=&!1?@>/("&.-$()-(&#)2&3"7f-$#4&<)/(44$%()-(&`#*1"#/1"R& J.3&

]18)M&Q1@S$)M&J)$5("M$/R& J.3&

6]A! 6(2$#&]1$)/&A(M(#"-8&!()/("+&=M$)%8>#&J)$5("M$/R& !8$)#&

;P= ;>#)-(& J.3&

;P= P14$/(-)$-1&2$&=1"$)1& </#4R&

;=J= ;#71)#4&=#$@($&J)$5("M$/R&10&=(-8)141%R& &=#$X#)&

HpJ HeR(%$)&J)$5("M$/R& =>"S(R&

AJ; A#2*1>2&J)$5("M$/R+&;$\?(%()& ;(/8("4#)2M&

.Q:A3'H; .8#)%8#$&:"#%1)&,1$-(& !8$)#&&

.<3= .8()e8()&<)M7/>/(&10&325#)-(2&=(-8)141%R& !8$)#&

.P6< .@((-8&P"1-(MM$)%&#)2&6#-8$)(&<)/(44$%()-(&`#*&+&=M$)%8>#&J)$5("M$/R& !8$)#&&

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NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 24 
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NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 25 
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NIST SRE12 – December 11-12, 2012 – Orlando, Florida, USA 26