9704

神经网络昆斯林的新闻组分类2006

M,:74,92%A?"%-"?*;=34U&T_A84TA84_4Z7[^[S?45%145'A_=K^^+_6 TT!
M^/C\+ ,!-36G<G)R 0[6'@--3?1R<G(4QU@KYU0! P$U-36G6K84QUA4YROG
M*U3'-34UD%K=%"M4F_^UY^?G*\<4<EIR%"M45.?GYROG6!04W0'F#S.)5%A4
MQW*GIW)46,=8<C4U 2<TA86%A85"A7!1<'!1<4EQ24G?45%145&%A90T-%%1
M47!P<$&%A4*%A2>5)R<GA85"0E%145%147%145%147%144E)<7%147%124E)
M+TDO\4?Q1_'Q\?&/)8_QCX^/SH_.C_'QC_'Q\2_QC_'Q\?'Q+_%'1T=)25%1
M486%A2<TA30T'&<   !G                  ! -#0T/T$T-/<T- D);=34
M,?LQ^_O[^S?[-S<*"KR\O JLB_W]_=J9_9FBF9FBHJ*BHMJ9F9G]VMJ9VIG:
MF=J9HIEIHJ)I:6EI:6EIZ#)I,F)B8F+HZ)%B8F)BD6*1D6(RZ#+HZ.@RZ&(R
MZ.CH8C)BZ.AB8NAB8F+HZ.AB8NCH,NAI:6EI::*9F?W]BXNL"@K[^_O[>-34
MU&UM;6UM;0D)"2<T)S0TE33@-#0T)R<G-/"%A4*%<(5P<%%!<%%1?6IJ>6K]
M>7EYK'EY>7G]>?UY>7EY:OUY_7G]_?W]_7G]_7EY>3;]-GDV-C8V=1D,R\O+
MR\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+
MR\MS<\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+
MR\O+R\O+R\MKC<O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+C22S
MR\O+R\N^&1EUA=?D&VRE^Z7[I?O[U*7[,:BHU*7[U*6HI:BEI:BE^Z6EI:7[
M^_O[I:C[J/NE^_NEI:6EI:6E^_NE^Z6HJ/NEI:7[I?NEJ/O[^U.H^_NEI:6E
M^Z6E^Z6EJ/M!<(5"0H5"0D)"A4*%0H6%,3$_A86%A86%A:7*U#%"A2?PA32%
MA6W*;=340B?PA?#PA3]34_O[UW!1<%%P46K]_?SX="R#30'X2@4>@P$!-9"G
M6G)-OR,# P-- :=R<A3'*U0KYP,#30$UIW*V%,?'QU2UM>?G6,<! 35:<A2V
M%"L/_YNUM8GG*\=RIUJV*U2UF_^UY\>VQ[:VHYX?_YOG*^=8<G*GI^=4%')R
M-4T!-"<G\(6%A85"0D)"45%)25%)24E)45%145&%A84G-%%145%P<'"%A7"%
M-#0T-"<TA4*%<%%P45%144E144GM47%)<5%)24EQ45%Q47%)+R\O\?'Q\?&/
MC\Z/SH^/SO$EC_$ESO'Q\?'Q\8_Q\8_Q\2]'+T='Y$=)45%1A7!PA2<G)S0T
M0&% 831 9T!AE31 9P!G&D!G    )Q?7/Y5 &F$T-&UM;?LQ^_LQ^_O[^_O[
M^_LW-PH*K*R+_?V9_?W:F9F9HIF9VMJ9VIG]_?W]_?W]_?V9F=J9HFF9HJ*B
M,FEI,FDR:6+H8NABZ&)B8F)BD9%B8F)B8NABZ&(RZ#+H8C(RZ#)B,N@RZ&)B
M,F+HZ.@RZ#(R:3)I:6EI:9F9F?W]_8NL"@J\^_O[J#%X;6UM"6T)"6T)"0DG
M)R<T)S0G)S0G-"<T-#0G-(6%A4)P<'!P<%%1WWUJ:FIJ:FIJ:GEY>6JL:OUJ
M>?VL>?UY_7FL>?UY>7EY>?UY>?W]_7G]-C;]-C9U&75/*(W+OBB]:\MKLRB*
M*$]KR\MSBBA/R\O+R\NS3\O+OHJ*L\O+R\O+:XJ]#,O+C8J]<RB :T]/R\N^
MQ2BSRVNSQ<6-RVO%*,6*L\O+R\O+R[Z*O2@P<\N-BBA/R\O+R\O+^2C%C<4D
M<\O%*+W%,&LP$\L3,"B*3XJ]O<5/BBB]:\N^BKU/RQ. )"1/R\O+RT\9&74^
M&QL;-*6H^Z6EJ-3[I<JHRM3[U*6EI:6EI:6EI:6EI:C4^Z6EI:6HI:6EI:7*
MJ-2EI:C4I:C4I:C4^Z6HU/NEI:C[U/NEI:6HU*7[I?O[^_NE^_NE^_NEUX5"
MA86%0H6%A86%A86%A87*%X6%A84TA2>%RC'4/H7PA32%\#2%U-3*2S2%-"<T
MA86%03&E4U%"4851<%%1?6I1_/B_'@.# ?CXU@,#@P$U-7)R<A0H P.#34WT
M-7)R%+;G6"OG'@--] &G%!3'<L<K5)LSYRM46#4!-9#=<A3'5 \/M>8/5"NV
M%%JG<A14M3/_T3,K*\=8QQ0UJ: (FP]4Q\=:-360M2O'<G(U34UW-"<G-(6%
M0H5"<%%1<%%)+TE)24E)45%145&%A2<TA4E)<5%1<%&%A86%)S0G)R>%A4)P
M0E%124EQ45%145%)25%125%145%)[5%Q[4E)22\O\?%'\?&/)8_Q)<XEC\Z/
MSO&/SO'Q\?'Q\?&/\?'Q\2\O1T='24E)45%PA86%A86%)S0T)S0G-"<GA5&%
MA2<T830T-#1G0!J4091A      "5"6UMU/O[,?MX,:AX^_O[^_O["JR+BWG]
M_?W]_?V95YG:VIF9_=K]_?V+_?V+_?V+_?W]F=JBF:)IHC)I:6EI,F(R8F*1
M8I&1D6*18F)B8F)B8C+H,C+H8NAB,N@RZ&)B,NAB8C(RZ.CH,FDR,C(R:6EI
M::*BHJ*9F?W]_8N+"@HW-_O[^S$Q;6UM"6T)"0D);0D)-"<T-"<T-#0TX#25
M-"<T)S3P\(7WA7!P07!P<'"H?6IJO&IJK&JLK*RL:FIJ:GFL>7EJ:FIJ:GEY
M>?VL_7EY>7FL>7EY>:QY_7DV-G49# PDC7. )"1KR\4D) XD) P3R[XD)&_+
MR\O+RXUG=3" )"2-R\O+R\L3)"3%R\N^)"0H)"0P<V=U,( D)+X3,"1G*"2^
M:R0DQ;YSR\O+R\M/)"2 )"2 <XTD)+/+R\O+R\L,)"0H)"3%$R0D)+Z-$S#%
M=<4D)#!/)"0D +,D)"2-R[XD)+/+RPPD)("-R\O+OAD9=1ODWVPGI:6H^Z6E
M^Z6EI:74I:C4U*C4I:6EI:6EI:6EI:7*I:6EI:6EI:6EI=3*I=34RM3*U*6E
MI:C4I:6HU/O4U*6HU-3[U*7[^]3[J-3[U/O[I:7[^QN%0H5"A4*%A4+WA4*%
M]X6%A1>%A?"%A?#P\(5MU-<GA2?PA87PA31M;6TG)R>%A? T)X4_I:4_0D)P
M47!!<%&LWU%T^$K6'@--^/C6'DU-30$UI]UR3;\#34T# P$UIW(4QRM45%0>
M TT! :=RMA046,=4M>?G*UC' 0$U<G)R%%BVM53G5+7G6,<4<G+=MBM4#]'_
MYU186,>V6*>I'YNUM2M8<G*G-0'G5!1R6J=- ?<T)R<G)X6%A4*%<%%144E)
M24DO24E)45%145%PA84T)TE)<5%P<$)10G TE30T-/"%0D)145%145%)<5%1
M25%Q44E124E)25%1<5%Q44E)+T<O+_'Q+X^/C\[QC_&/\26/SH_QC_'Q\2_Q
M\?'Q\?%'\4='1TE)25%147!107"%A86%A30T)R>%0D)P4:U1A86%-#0T9T"4
M)Y0G0     ! \)0)"0EM;=34U-34>'C4^_O[^_O[O*RLB_V+_?V+_?W]5_W]
MVIF9B_VL_?W]B_VLB_V+F9G]VIFBHJ*B:6EI:6EI,N@R8F)B8F)BD9%B8F(R
M8F)BZ#+H8C+H,C)BZ&(R8F+H,NCHZ&DR,FEIHJ*B:6FBHIFBF9G:VOW]_8NL
M"@K[-_O[^_O4,6T^;0D)"0D)\(6%)_ G-#0G-"<TX"<T-#0G-"<G)_"%A87W
MA4)P<'!P45%P?7UJ:FIJ:FIJ:FIJ:FIJ:FIJ:KQJ:FIJK&IJ>7EYK'FL>:RL
MK*QY>7G]_?W]=1EU#"1/*"0D)&M/)"0D$R0D)(W+C20D#,O+R\O+$\4,LR0D
MBA/+R\O+RVL )!#+R[XD)"0D)',3, RS)"2*$[XD)+/+,(!K)"0PR\O+R\O+
MRR0D)+YU)"0POB0DL\O+R\O+RT0D)"0D)+[+)"2 R\O+3RA/*"0DOD\D)#!/
MOB0D)'/+OB0DL\O+$\4D) YKR\N^&1EU&SY!-$*E^Z6HI:6EI:6EI:6HU*6E
MJ-34I:74I=0QU-3*U-0QI=0QI<K4U#&FU-34U-1MU-34U-34RJ7*U*BHU/O[
MI:BHI:C[U*C4^]2EJ*6HU*7[^Z6E/X6%0H7WA4*%A86%A86%A86%A86%A86%
MA86%A<IMA?#PA?"%-(6%0LK*2X6%\#0TA87P)Z:EIH6%]T)P<%%1<-=P4?CX
MOQX> TWX^'0L38--]#60<G)ROP--@P--]#5R<G(45"M8YP$# TWT-7(4%+;'
M6,<KM8E4*UA- 35:<A3'QU14Y^?GY^=46'):<A3'ME0S")OG6,>V6"O'6I!_
M5"OGY\<46J<U ;;G6-URITTU0I1L)R<G)X6%A4*%<%&M44DO24DO24=)25%1
M45%P030GA:U10H5!A4*%094T)R<G)X6%0G!P<%%)25%125%1<5%)24EQ45%1
M44E125%)24E)1R_Q\?'Q\8^/)<Z/SL[.C\[Q)<Z/\?'Q+T='\?'Q\?'Q+_%'
MY$E)25%1<'!"<(5PA86%)S0T-%%145%P44)10C25&@! E)24)T      0/!"
M-&P)"6T)"6UM;=34U-34U#'[,?LW"JRLK*RLB_W]_?W]_=K]_?W]B_V+K(N+
MBZRLK/W]_9F9_9F9HJ*BHJ)I,NCHZ&)B8F*1D6*1D6)B8F)B,N@RZ.@RM&GH
M8C(RZ.AB,K2T,C)I,FF9:6F9HJ*BF=J9F5?:_?V+_:P*K H*^_LQ^_LQ,=34
M;6T)"0D))R>%-(6%-/"%)S0T-#0T-#0G)S0T-#0T-">%A87W0H5P0G!"<$'D
M?;Q]:GUJ:KQJ?>&\:KQ]:KR\:N&\:FIJ:FJL:FK]:FIJ:FIJK&JL>7EY>?UU
M&0RS)"0D)"0D:R@D)( 3)"0D,,N^)"1OR\O+R\O+3XK%)"1/R\O+R\O+:R0D
MQ<O+OB0DOB0D#,M/*# D)+/+Q20DL\O+$VLD)"B^C<O+R\M/)"0DOD0D)"2S
M)"0P3W/+R\O+#"0D3X P$\L )"2^OLMKB@P )(H33P D3\MK)"0DC<N^)"2S
MR\O+,"0D),5KR[X9&76%)S0G</NEJ*6EI:BEI<JEI:6EI<JEI:6EU,K4U,K4
MRM3*U-0QU*;4U,K4IM1M;6T^;3YM;=34/M34U-2ERM2HU*6EI:6EU-2EJ-3[
MU*BEU*6H^]3[I=>%A4*%A86%A86%A86%\(6%A87PA32%\(6%-#0G;84T)S0G
M)R?P-"=!I=2%-#0T\/ T-#2%; F%A86%A4)PA4)P45%1^/A*'@.#]/A*!1Y-
M34T!-:=R<C4.+$U-34T!IW)R%,?'YU3G30,#30$U<A2V6%C'5%0SF^=4*S4U
MIW)R%,=4F[54*ROG*UA8MJ?=MEA85 \(#ROGYUC'6,>VME0K5%0K6+84W34!
M5"M8MMV0HW(Z/FQL;"<G)_"%A4)!<%%124DO1T='2>1)25%145%PA2<G-#0T
M)S0T-#0T-#0T-#3P\(5"<%%145%144E144E145%Q45%)24E14>UQ47%Q24FX
M+T?Q+_'Q\8^/CR6/)8^/)<Z/CR6/C_'Q\?%'\?'Q+R\O+T='24E145%145%P
MA4*%A86%A30G-$*%0E&%44(T-&< 0#24E)0G9P    !A-&$T80D)"0D);0EM
M;=1MU-34U#'[^_L*"@JL"JR+K*S]_?V+B_W]_8N+B_T*K*P*O JLK/W]_?W:
MVMH2HIF9HJ)I:3)I8NAB8F*18F)B8F)B8NCH,NAI:3)I,C+H:>AI,F)I,C)I
M:6EI::*B::*BF9F9VOW]_?V+K*RL"KPW^_O[^_O4U-34;6T^;0D)"2<G-/"%
MA32%-#0T)S0G-#0G-#0T)S0G)R>%A?#PA86%0D)P<%%P4:A]?7U]O'U]?;Q]
MO'U]?;Q]?7V\O'U]?6J\:KQJ:JQJK&IJ:KQJK&IJ:GEY:G49# PD)"0D)"1K
M@"0D !,D)  0RXTD) S+R\O+R\MK@  D@&O+R\O+R\MK "3%R\N^)"03@"0D
MRQ.  "2 :\N*)"2SR\O+:R0D)#"SR\O+RT\D)"2^#"0D)+,D)( POLO+R\LP
M)"1SQ20,RR0D)! ,R\L,)"0DL\M/)"1/RVLD)"1SR[XD)+/+RW,D)"0D) P3
MOK,9=30T)S11I:6EI?O[I:6E^Z6EI:6EI=2EU-34U,K4RM34U-3*U*;4RM2F
MU-2F;3YM"0D)"0D)"6UM;6W4U-34I<K4U-2EU*6EJ-3*RM3*U-34RJC4J-2E
M086%A86%A86%A86%A86%A33PA86%\(4T-(6%\/!+-/ T\#0T)R<G\)34A87P
M\(6%A87P\#1+A32%A87WA4)P45%P45'X2@4> TT#^/C6 X,! 0$UIW*G370>
M30$! 34U6G)RQROG5.?6(QZ" :=R%,?'ME2UFP@(M2NV-:=R<G(4*S.;M;7G
M5"O'5,=8IW)8QU0K,YNU*RLKYQ2V6'*GQ\?GYU18Q\>VW0%RY\<4%%H!ITUM
M"0EL)R<G)X6%A4)P47!124E'+R]'1T=)24G?45%PA84G)S0T-#0G-"<T-"<G
M)_"%A85"0E%145%)<4E144E)45%)27%144E145%1[7%)24E'+_'Q\?'Q\?&/
M\8^/C_&/\8_Q\?'Q\?%'+R\O+_'Q\4='1TDO25%145%P<'!1A7!"A86%)S0G
M-#0GA4*%-&$  $ TE?"4-&=G    &C1     "0D)"0EM;6UM;6UMU-3[U/O[
M-PJ\K J\O&J+_8N+B_W]_8N+_:R+K&JL"JR\O J+_?W:F:*9HIG:F:*9HIFB
M,N@RZ.@R8NCH8NAB8N@R,C+HZ#+H:>@RZ&DR:>AI:>@R:3)I:9FBF9F9F9F9
M_?V+BZR+"JP*"@H*^_LQ^WC4U-34U&UM;6T)"2<T-/ G\#3P\(6%\(4T)S0G
M-#0G)_ T\#0T-"<TA86%A4*%A85PA7!"<$+DY+Q]?7U]?7U]J'U]?;R\?;RH
MJ'U]?7U]O+R\O+QJ:KQJ:FIJ:KQJK/UY=1EU#"0D)"0D)&MO)"0D$R0D)$^S
M,"0D* S+R\O+R\L,)"0,R\O+R\O+RQ,D),7+R[XD)!-G) [+RPPD)##+R[, 
M)+/+OK-K "0PRQ/+R\O+<P D)+X,)"3%OB0DL\O+R\O+RT0D)'.])"03)"2 
MR\O+RXT )"1KRT\ )$_+:R0D)(VS,"0DO0S+#"0DQ3 D)+.^&1EU)S2%A5&H
M4ZBHI:BEI:6EI:6EU-3*I:6EIM34IM34U*;4IM34U FFU-34U&T^;0D)"0D)
M; D)"0D)/FUMU-34U,JERJ7*I<K*U,K4U-34U-34U-2ERD&%A86%A86%A32%
M\#2%\#3PA? G\"?PA?"%-/ G-"?P)S0G-"<T)S0G;&PTA86%A30TA32%A?#P
MA?"%A86%0H5"<$)P4?CXUAY- 0. 2@4>30$!-:>GIW)-2B-- 34U]#5R<A18
MMBOGYQX>'DWTIW*V6%C'5'_<'VX/5"LU6G)R<K8K5.8/M>?GQ^=86+9R<K;'
MQU3GM>?G5%0KMA1RW34KM0_G*UBV%%C=H\>V*[9R-35R30EM"0EL)R<G)X6%
MA7!145%124E'+T?D1T=)25%145&%A86%)X4G)S0G-#0G-#0T-(6%0D)P44)1
M45%Q24E)45%)45%144E)47%145%145%144E'+T?Q+_'Q\?'Q\?'Q\?'Q\?'Q
M\?'Q\?'Q1R\O1T<O+T='1TDO25%145%1<'!PA851A86%A30G-#0T)S0:    
M830T-)4       !       !A"0D)"0D);0D);6UMU-3[^_O[-PK["@J\"JRL
MBZRLK(NLBXN+BXN+BZP*"@JLK*R+5]JBF:+:F9G:F=J9HJ)I,FGH,NAB,F(R
M8C)I,F+HZ#+H,FEIZ#)I,FGH,FGH,C)IHJ*BF?V9F=K]_?VLBZRL"@J\"C<W
M-_O[^WAX,:C4;6UM;0D)"0DT-"<G-#0G)X6%A?"%-/ TA33P)S0T)S0GA87P
M\(4TA86%A?>%0D)PA5&%44&H?:A]?7U]J'U]4WVH&WVH?7V\?:BHJ/O["3YM
MU+R\O+R\?;QJ:FIJK*QU&0RS)"0D)# D:W-G)"2S)"0.:S D)"0D)!/+R\O+
MRW, )'/+R\O+R\NSLR0D#K.^C20DOB0DC<O+:R0DC<O+<X D,+,D#&LD)##+
MR\O+R\O+,"0D#(HD)$^^)"2SR\O+R\O+#"0D<\4D)!,D)(#+R\O+RS D#,O+
M3R0D3\MK "0D<\4D)"0D)!,D)"2^:R@DBD\9&74TA5%12?NH^_O[4ZC[I:6E
M^Z6EI=34U*;4RFW4IM34U-34/J9MU#YMU#YM;3X);&QL"0D); D)"0D)"6UM
M;6W4U-2EU-34U-34U,K4U&UM;6T^;6UM)S0GA33PA87P\(6%A86%\(4T-#0G
M-"<G)R?P)_ T)S0G)S0G-"<T)S1M-(6%\#2%\(7PA33P-#0GA86%A?>%<'!P
M45%P^/C6 P.# _A*2B-- ?2GIUIR% $HU@,! 4TU-35:<BLK5"LKUB,# 36G
MW13'ME2;65G<T;4K6#5R6MUR<A0K#YL/M8GGYU3GQQ04%!3'QU14M;7G*U@4
M<G)R->:;F^?G5%C'MG(U<BM86%HU :?!"3YM"6P))R<G)R=!A5%!45'724E)
M+T=)1TE'24E145%PA86%A86%)X4GA30T)X6%-(6%A4)P47!124G?24E)2=]1
M45%)47%145%)24E124E)44E)+T?Q\2_Q\?'Q\?'Q\2\O+R\O\4?Q1R_Q1T<O
M+R]'+R])+TE)25%145%1<'!P<(5P<(6%A30T)S0T-)5G0)4T&D!   !G    
M9P   &<  &<TE&P)"6P)"0D);6W4U#'[^_O[^S>\"@JLBZR+_8N+K*S]B_U7
MBXN+K(NLK*R+_?W]5YF9F=K]VOV9F:*B::*B,FEI:3)I:6FBHFEI,FDR,C+H
M,C)I:>@R,FDR:>@R:6F9F=K:F?W]_?W]BZP*-S<W-S?[^_O[,?O4J-34;6UM
M;0EM;0DT)R<G-#0G\#3P-#0TA87P\/ TA30T-/ T\(7P-/ T)_ T\#2%A?>%
MA4)P<'!P<!NHJ!NHJ%-]4ZA]4WVHJ'U3J!O[J/O["0D)"6T)":C4O+R\?;QJ
MO&IJO'49=0PD)"2SOB1KR[[%   DR(W+3"0D "0 $\O+R\O+$S PR\O+R\O+
M$R0D)"0D)#"^)  DBK[+R\O+1##+R\O+OL4D  S+:P D  [YR\O+R\L31"0 
M) ZSR[X  ( .3\O+R\M$)"1SQ20H$X  )-40R\O+O@!SR\L$ "1/RVLD)"1S
MQ20D)"0DLP DBLO+<\5KOAD9=7!P45%'^[S[4ZBH^ZBH^Z6HJ*6EJ-2EU*;4
MIM34U-3*RM34/M1MU#YM;3YM"0D)"0D)"6P); D)"0D)"0D)/FUM;6UMU&W4
M;=1M;6T^"3X)"0D)"90G)S0G)R<G)S0G)R<G-"<G)R<G)R<G-"<T)R<T-"<G
M-#0T)S0T)R<G-"<G)_"%\/"%A?"%A86%A87PA86%A?>%A7!P<'#X2@4C TU-
M)+_5(TT!-:=R<G)R3;_6 P'T 0$UD*=RME@KME36'DT!-360<A3'QW\]W _G
MYU3GIS6GD%IR<A14"/^UY^<K6"O'%')R<A3'*YNUM>=4QW)R<J>0_YNU5"M8
MQQ04%#7=5%BV<C4!]$UM;0D)"0EL"2<G)R<G)VQL; E124E'+R_D2>1)25%)
M45%PA86%A86%A84G)R<T-">%A86%0G!145%124E)WTE)24E125%)45%145%1
M45%145%1<4E)+R\O\?'Q+R\O+T='+T<O+R\O+R\O\2\O1T='1T<O22])+W%)
M25%145%1<$&%<'!!A86%A84T-"<T-&&5-!H   !G    9P   &<        <
ME6P)"0D)"0EM;=3[^_O[^_O[^[P*:JP*K*P*"JRLK(O]_?U7_:R+BXN+B_W]
MB_W:F=K:5YG]VMJ9VFF9:6EI:3)I,FEI:6EIF6EI:6EIZ#)IZ#)I:3(RZ#*B
MHFFBHIG:_?W]_8N+K H*"OO[^_O[^_O[,?O4U&UM;6UM;0EM;32%)S0T-#3P
M)S0TA33PA84TA86%A87P\(6%A?"%-(7P)S3P)_"%A?"%A87WA86%A86ERANH
MJ*BHJ!NHJ%.H4U,;J*BHJ*BH^PD)"0EM"0D)"0D)J/O[?;QJ^]0)=1D,LR0D
M,!.-)&O+RVN-C7,3R\MSC7.-<XW+R\O+R\O+:W/+R\O+R\O+)"0D)"0D,!.-
MC7-KR\O+R\MS<\O+R\O+:W.-R\L3C7.-<W/+R\O+R\L3C8US<\O+$XV-C8UK
MR\O+RPPD)+,D@'/+C8USC7/+R\L3C1/+RVN-C1/+$W.-<Q-S<XUSC7-KC8US
MR\O+:\N^3QEU<%%)24?[^[RHO%.\O/M3^Z6EI:6EU*74U*:FIM0);6UMU&UM
M;3YM;6T^"0EL"6P)"0D)"6P); EL"0D)"0D)"0EM"0D^;6T)"0D)"0D)"0D)
M"0D))R<T)S0G-"<T)R<T)S0G-#0G-#0T-#0G-"<T)S0G-"<G)R<T)R<T-#0T
M)S0T)X6%A86%A86%\/#P-(6%A85"A85"0D)P=_CX=",#34WX= 4>34WTIW)R
MIW(!#M8# TT! 34UIUIRQU3GM4T# 34U-:=R<A3'"#WVM53G*\=R-:>GIW+=
MME1V_[54Y^?GY\=R<MUR%+94]G;1M>=8%'):-4TSYROG*^<K6+;=IW)4*UAR
MIP$U36QM"0D); EL"0D); D)"3X^45%144E)26QL24DO2=])45%1A85PA7!P
MA86%)S0GA86%A86%A4)1<%%)24E)<7%)24EQ45%)25%145%145%P45%144E)
MN$='+R]'1R]'+R\O1TE)24E'+R])+T='+R\O+TDO24E)+TE)25%145&M[7!"
M<'!PA4&%A86%-"<T)R= 9P  9P  9P  9P     :9P!G'!IL"0D)"0D);3YM
MU-34U/LQ^_O[^S<*"JRLK&JLBXN+_?W]_?W]_8NL_?W]B_V95_W]_?W]_5?:
MVIFBHFEI:6EI:6EI:9FB:6EI:6EI:6EI:6EI,N@RZ&FB:6F9F=J9_?W]_?VL
MK*P*"OO[^_O[^_O[U/O4U&UM;0D)"0D)"2<T)X7PA86%\#0T\/ TA87P-/#P
MA? TA86%A?"%\#3P\#2%-"<G)R>%A86%A87W0D)"<'"HI1L;J!NHJ*BH&ZBH
MJ*BHI:6HI6P)"0D)"0D)"0D)"0FHJ/O[^VT)"0EU&74, (IKR[X :\O+R\O+
MR\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+RQ-G)&<D)"1$R\O+R\O+R\O+R\O+
MR\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+1"0 )#"-
MR\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+R\O+RT\9&751
M24E)+_NH??NH^U/[J/NH4_NEI:6HU-34IJ;4"3YM/FUM/@D)"0D)"0D)"0D)
M"6P)"6P)"6P); D); EL"0D)"0D)"0EL"0D)"0D); D)"0D);"<T-. T)S0G
M-"<T)S0G-"<T)R<T)R<G)S0G-"<G)S0G-#0T-#0T)S0G)R<T)R<G-/"%A87P
MA86%A86%A?"%A86%]X6%0D)!^/B_(P--'B1*U@,#@P&G<G)R<DU*UAY-3?0U
M-:>G6K98M9O_'@/T 4TU-7)R<K;F'PA4B2OGYS4!-36GW;98M='_M53G5"M8
MQW):MG(46#,?'_:U5.<4<C4U350KYRM46+;'%'):-8DK6'):-35-R0D)"0D)
M"0EL"0D)"6P)/@D)05%14=\);&SD24E)2=]145%1A7!P07!10H6%A30GA86%
MA86%47!1<%%)24DO22])24E)25'?45%145%P45%145%147%)+[BX+R]'+R])
M24E)24E)24E)22])N"])24E)+TDO22])2=])24E145%PK7!P0G!PA7!!A86%
MA30T-#1A9V<   !G    9QR5)S] '!HG"0D)"6T)"0D);=34^WAX,?O4^_O[
M^_LW"KP*O+RLK*RLB_V+_8O]_?V+_5?]_?U7_:R+_?W]_?V9HIFBHJ*9HFEI
M:6EI:6EIF6FB:6FB:3(RZ&GH:3(R,J+:F=J9_9G]_8N+BZP*"OO[^WC[^]3[
MU*AM;6UM"0D)"0EL"6QL)_#P-(6%\#2%\/ TA87PA?"%A84TA87P-(6%\(6%
MA86%\#2%-(4T\(6%A?"%A86%A85"RLH;I<JEJ,JH&ZBEJ*BHJ*BHJ*@)"6T)