# LaTeX2HTML 96.1 (Feb 5, 1996)
# Associate images original text with physical files.

$key = q/{_inline}${tildeZ_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=35 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline337" SRC="img59.gif"  > '; 
$key = q/{_inline}$underlineg${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=17 ALIGN=MIDDLE ALT="tex2html_wrap_inline223" SRC="img28.gif"  > '; 
$key = q/{displaymath}Prleft{lim_Ntoinftysup_thetainThetaBig|1overNsum_i=1^Ng(x_i,theta)Big|=0right}=1.eqno(12){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=516 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath273" SRC="img46.gif"  > '; 
$key = q/{displaymath}overlinelim_NtoinftyPleft{sup_|theta-theta'|ledelta|H_N(theta)-H_N(theta')|;SPMgt;epsilonright};SPMlt;epsilon.eqno(15){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=550 HEIGHT=48 ALIGN=BOTTOM ALT="displaymath431" SRC="img75.gif"  > '; 
$key = q/{_inline}$|theta-theta'|ledelta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=98 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline393" SRC="img72.gif"  > '; 
$key = q/{_inline}$|G_N|longrightarrow0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline193" SRC="img22.gif"  > '; 
$key = q/{_inline}$theta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=8 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline117" SRC="img2.gif"  > '; 
$key = q/{displaymath}1overNsum_i=1^Ninf_theta'inB(theta,epsilon)g(x_i,theta')le1overNsum_i=1^Ng(x_i,theta')le1overNsum_i=1^Nsup_theta'inB(theta,epsilon)g(x_i,theta').eqno(8){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=613 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath243" SRC="img35.gif"  > '; 
$key = q/{_inline}$H_N(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=49 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline133" SRC="img7.gif"  > '; 
$key = q/{displaymath}Prleft{limsup_Ntoinftysup_thetainThetaBig|1overNsum_i=1^Ng(x_i,theta)Big|leetaright}=1.eqno(11){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=526 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath269" SRC="img44.gif"  > '; 
$key = q/{displaymath}sup_thetainThetaBig|1overNsum_i=1^Ng(x_i,theta)Big|to0quadmboxwithprobability1.eqno(4){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=538 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath195" SRC="img23.gif"  > '; 
$key = q/{_inline}$theta;SPMgt;0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline373" SRC="img67.gif"  > '; 
$key = q/{displaymath}|tildeZ_i|equivsup_thetainThetaleft|g(tildex_i,theta)right|.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=334 HEIGHT=34 ALIGN=BOTTOM ALT="displaymath327" SRC="img58.gif"  > '; 
$key = q/{_inline}${tildeX_1,ldots,tildeX_N}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=110 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline121" SRC="img3.gif"  > '; 
$key = q/{displaymath}limsup_Ntoinftysup_theta'inB(theta,epsilon)Big|1overNsum_i=1^Ng(x_i,theta')Big|lemaxbigg[Big|E{underlineg(tildex,theta,epsilon)}Big|,Big|E{overlineg(tildex,theta,epsilon)}Big|bigg].eqno(10){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=639 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath247" SRC="img37.gif"  > '; 
$key = q/{_inline}${B(theta_1,epsilon),ldots,B(theta_K,epsilon)}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=188 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline267" SRC="img43.gif"  > '; 
$key = q/{displaymath}1overNsum_i=1^NtildeZ_ilongrightarrowmboxboldmath$0$quadmboxwithprobability1,{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=394 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath301" SRC="img52.gif"  > '; 
$key = q/{_inline}$tildeZ_i=g(tildex_i,cdot)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=94 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline323" SRC="img56.gif"  > '; 
$key = q/{_inline}$fincalF${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=49 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline387" SRC="img71.gif"  > '; 
$key = q/{_inline}$h(x,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline113" SRC="img1.gif"  > '; 
$key = q/{_inline}$sup_N|H_N(theta)|;SPMlt;+infty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=165 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline441" SRC="img76.gif"  > '; 
$key = q/{_inline}$tildeZ_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=16 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline325" SRC="img57.gif"  > '; 
$key = q/{_inline}$G_N(theta)equiv1Nsum_i=1^Ng(x_i,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=212 HEIGHT=33 ALIGN=MIDDLE ALT="tex2html_wrap_inline181" SRC="img19.gif"  > '; 
$key = q/{_inline}$Theta=[0,1]${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=74 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline347" SRC="img62.gif"  > '; 
$key = q/{displaymath}left|1overNsum_i=1^NtildeZ_iright|longrightarrow0,{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=319 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath303" SRC="img53.gif"  > '; 
$key = q/{_inline}$mboxboldmath$0$${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline285" SRC="img48.gif"  > '; 
$key = q/{_inline}$eta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=8 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline261" SRC="img41.gif"  > '; 
$key = q/{_inline}$epsilon${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=6 HEIGHT=9 ALIGN=BOTTOM ALT="tex2html_wrap_inline237" SRC="img33.gif"  > '; 
$key = q/{_inline}$delta;SPMgt;0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline385" SRC="img70.gif"  > '; 
$key = q/{_inline}${eta_j}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=33 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline271" SRC="img45.gif"  > '; 
$key = q/{_inline}$E{|h(tildex,theta)|}=int|h(x,theta)|F(dx);SPMlt;+infty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=308 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline129" SRC="img5.gif"  > '; 
$key = q/{_inline}$inf${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=23 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline225" SRC="img29.gif"  > '; 
$key = q/{_inline}$|g(x,theta)|;SPMlt;d(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=119 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline187" SRC="img20.gif"  > '; 
$key = q/{_inline}$tildex_iinX${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=55 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline165" SRC="img17.gif"  > '; 
$key = q/{_inline}${B(theta,epsilon)}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=71 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline263" SRC="img42.gif"  > '; 
$key = q/{displaymath}sup_theta'inB(theta,epsilon)Big|1overNsum_i=1^Ng(x_i,theta')Big|lemaxleft[Big|1overNsum_i=1^Ninf_theta'inB(theta,epsilon)g(x_i,theta')Big|,Big|1overNsum_i=1^Nsup_theta'inB(theta,epsilon)g(x_i,theta')Big|right].eqno(9){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=694 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath245" SRC="img36.gif"  > '; 
$key = q/{_inline}$eta;SPMgt;0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline257" SRC="img40.gif"  > '; 
$key = q/{_inline}$epsilon;SPMgt;0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline383" SRC="img69.gif"  > '; 
$key = q/{_inline}${G_N}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline445" SRC="img77.gif"  > '; 
$key = q/{_inline}$E{d(tildex)};SPMlt;infty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=111 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline191" SRC="img21.gif"  > '; 
$key = q/{_inline}$g(tildex_i,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=56 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline275" SRC="img47.gif"  > '; 
$key = q/{_inline}$H:ThetatoR${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=90 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline411" SRC="img74.gif"  > '; 
$key = q/{displaymath}|H_N-H|equivsup_thetainTheta|H_N(theta)-H(theta)|longrightarrow0quadmboxwithprobability1.eqno(2){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=602 HEIGHT=31 ALIGN=BOTTOM ALT="displaymath139" SRC="img9.gif"  > '; 
$key = q/{_inline}$E{g(tildex,theta)}=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=120 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline159" SRC="img14.gif"  > '; 
$key = q/{displaymath}g_N(theta)=left{arrayllNtheta;SPMamp;0lethetale1overN(2-Ntheta);SPMamp;1overN;SPMlt;thetale2overN0;SPMamp;mboxotherwisearrayright.eqno(13){displaymath}/;
$cached_env_img{$key} = ''; 
$key = q/{_inline}$g(x,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline155" SRC="img12.gif"  > '; 
$key = q/{_inline}$|Z|${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=29 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline305" SRC="img54.gif"  > '; 
$key = q/{_inline}$B(theta,epsilon)={theta'Big|,|theta'-theta|;SPMlt;epsilon}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=208 HEIGHT=40 ALIGN=MIDDLE ALT="tex2html_wrap_inline239" SRC="img34.gif"  > '; 
$key = q/{_inline}$G_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=26 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline447" SRC="img78.gif"  > '; 
$key = q/{_inline}$H_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=27 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline141" SRC="img10.gif"  > '; 
$key = q/{_inline}$calF${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=16 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline377" SRC="img68.gif"  > '; 
$key = q/{displaymath}H_N(theta)equiv1overNsum_i=1^Nh(tildex_i,theta)longrightarrowE{h(tildex,theta)}equivH(theta).eqno(1){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=550 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath131" SRC="img6.gif"  > '; 
$key = q/{_inline}${x_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=33 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline233" SRC="img31.gif"  > '; 
$key = q/{_inline}$G_N(theta)equiv{sup_mgeNH_m(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=202 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline449" SRC="img79.gif"  > '; 
$key = q/{_inline}$overlineg(x,theta,epsilon)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=66 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline197" SRC="img24.gif"  > '; 
$key = q/{displaymath}lim_epsilonto0overlineg(x,theta,epsilon)=g(x,theta).eqno(6){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=474 HEIGHT=26 ALIGN=BOTTOM ALT="displaymath209" SRC="img26.gif"  > '; 
$key = q/{displaymath}overlineg(x,theta,epsilon)equivsup_{theta'Big|,|theta'-theta|;SPMlt;epsilon}g(x,theta').eqno(5){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=489 HEIGHT=51 ALIGN=BOTTOM ALT="displaymath199" SRC="img25.gif"  > '; 
$key = q/{_inline}$theta=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline369" SRC="img66.gif"  > '; 
$key = q/{_inline}$thetainTheta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline161" SRC="img15.gif"  > '; 
$key = q/{_inline}$E{|tildeZ_i|};SPMlt;+infty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=128 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline299" SRC="img51.gif"  > '; 
$key = q/{_inline}$xinX${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline177" SRC="img18.gif"  > '; 
$key = q/{_inline}$E{tildeZ_i}=mboxboldmath$0$${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=86 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline291" SRC="img50.gif"  > '; 
$key = q/{_inline}${tildex_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=33 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline163" SRC="img16.gif"  > '; 
$key = q/{_inline}${tildeZ_1,ldots,tildeZ_N}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=104 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline289" SRC="img49.gif"  > '; 
$key = q/{_inline}${g_N}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=38 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline351" SRC="img64.gif"  > '; 
$key = q/{_inline}$epsilonto0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline255" SRC="img39.gif"  > '; 
$key = q/{_inline}${H_N}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline147" SRC="img11.gif"  > '; 
$key = q/{_inline}$H(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline135" SRC="img8.gif"  > '; 
$key = q/{_inline}$ZinB${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline307" SRC="img55.gif"  > '; 
$key = q/{_inline}$g_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=21 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline345" SRC="img61.gif"  > '; 
$key = q/{_inline}$Theta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline127" SRC="img4.gif"  > '; 
$key = q/{_inline}$sup${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=28 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline227" SRC="img30.gif"  > '; 
$key = q/{displaymath}|f(theta)-f(theta')|;SPMlt;epsilon.eqno(14){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=464 HEIGHT=20 ALIGN=BOTTOM ALT="displaymath395" SRC="img73.gif"  > '; 
$key = q/{_inline}$|g_N|=1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=72 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline361" SRC="img65.gif"  > '; 
$key = q/{_inline}$theta'${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=14 ALIGN=BOTTOM ALT="tex2html_wrap_inline235" SRC="img32.gif"  > '; 
$key = q/{_inline}${g(tildex_i,theta)}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=74 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline343" SRC="img60.gif"  > '; 
$key = q/{displaymath}g(x,theta)=h(x,theta)-E{h(tildex,theta)}eqno(3){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=489 HEIGHT=20 ALIGN=BOTTOM ALT="displaymath157" SRC="img13.gif"  > '; 
$key = q/{displaymath}lim_epsilonto0E{overlineg(tildex,theta,epsilon)}=E{g(tildex,theta)}=0.eqno(7){displaymath}/;
$cached_env_img{$key} = ''; 
$key = q/{_inline}$overlineg${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline251" SRC="img38.gif"  > '; 

1;

