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

$key = q/{_inline}$sigma^2(x)=Phi(xtheta^*)[1-Phi(xtheta^*)]${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=190 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline710" SRC="img111.gif"  > '; 
$key = q/{displaymath}widehatPsi(x)=fracsum_i=1^NK_hleft(x_i-xright)y_isum_i=1^NK_hleft(x_i-xright),{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=349 HEIGHT=46 ALIGN=BOTTOM ALT="displaymath382" SRC="img136.gif"  > '; 
$key = q/{_inline}$F_N(hattheta^1_N,hattheta^2_N)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=79 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline742" SRC="img127.gif"  > '; 
$key = q/{_inline}$;h,${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline762" SRC="img139.gif"  > '; 
$key = q/{_inline}$mu_1-mu_0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=17 ALIGN=MIDDLE ALT="tex2html_wrap_inline402" SRC="img6.gif"  > '; 
$key = q/{_inline}$theta=theta^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline726" SRC="img119.gif"  > '; 
$key = q/{_inline}$sigma_11=1=sigma_22${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=93 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline450" SRC="img23.gif"  > '; 
$key = q/{_inline}$sigma_11=sigma_22=1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=94 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline474" SRC="img28.gif"  > '; 
$key = q/{_inline}$K_hleft(x_i-xright)=frac1hKleft(fracx_i-xhright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=175 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline758" SRC="img137.gif"  > '; 
$key = q/{_inline}$-H_N(hattheta_N)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=67 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline540" SRC="img54.gif"  > '; 
$key = q/{_inline}$sigma_12${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=20 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline424" SRC="img16.gif"  > '; 
$key = q/{_inline}$L_N(hattheta_N)=-.5751${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=124 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline568" SRC="img60.gif"  > '; 
$key = q/{_inline}$hattheta_1=0.095360${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline646" SRC="img89.gif"  > '; 
$key = q/{_inline}$theta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=7 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline470" SRC="img27.gif"  > '; 
$key = q/{_inline}$theta=(theta_0,theta_1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=76 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline468" SRC="img26.gif"  > '; 
$key = q/{_inline}$H_N(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline510" SRC="img44.gif"  > '; 
$key = q/{_inline}$beta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline478" SRC="img32.gif"  > '; 
$key = q/{_inline}$haty_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline752" SRC="img133.gif"  > '; 
$key = q/{_inline}$sigma_12=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline410" SRC="img10.gif"  > '; 
$key = q/{_inline}$hattheta_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline562" SRC="img59.gif"  > '; 
$key = q/{_inline}$Phi${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline606" SRC="img74.gif"  > '; 
$key = q/{_inline}$|H_N(theta)-H(theta)|to0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=145 HEIGHT=26 ALIGN=MIDDLE ALT="tex2html_wrap_inline720" SRC="img115.gif"  > '; 
$key = q/{_inline}$Sigma_mboxnlsgeSigma_mboxmle${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=88 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline630" SRC="img86.gif"  > '; 
$key = q/{displaymath}y_i=theta_0+theta_1x_i+theta_2x^2_i+theta_3x^3_i+eta_i{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=364 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath381" SRC="img135.gif"  > '; 
$key = q/{}psfigfile=fig1.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap772" SRC="img61.gif"  > '; 
$key = q/{_inline}$Sigma_mboxmle${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=35 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline628" SRC="img84.gif"  > '; 
$key = q/{_inline}$tildetheta^2_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline714" SRC="img113.gif"  > '; 
$key = q/{_inline}${0,1}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline594" SRC="img68.gif"  > '; 
$key = q/{_inline}$mboxstd(hattheta_2)=0.102891${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=129 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline648" SRC="img90.gif"  > '; 
$key = q/{displaymath}theta^0=argmin_thetainR^4Eleft{[Psi(x|theta)-mboxPr{y=1|x}]^2right}.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=396 HEIGHT=29 ALIGN=BOTTOM ALT="displaymath376" SRC="img76.gif"  > '; 
$key = q/{_inline}$u(i,x,theta)=xtheta_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=100 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline464" SRC="img25.gif"  > '; 
$key = q/{_inline}$calI(theta^*)=-H(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=113 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline728" SRC="img122.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x)=Phi(xhattheta^1_N)[1-Phi(xhattheta^1_N)]${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=199 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline708" SRC="img110.gif"  > '; 
$key = q/{_inline}$sigma_12=-1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=63 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline434" SRC="img20.gif"  > '; 
$key = q/{_inline}$y_i=1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline666" SRC="img100.gif"  > '; 
$key = q/{_inline}$hattheta^1_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline676" SRC="img102.gif"  > '; 
$key = q/{_inline}$hattheta^2_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline684" SRC="img105.gif"  > '; 
$key = q/{_inline}$mboxPr{y=1|x}=Phi(xtheta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=152 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline556" SRC="img58.gif"  > '; 
$key = q/{_inline}$Sigma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline414" SRC="img13.gif"  > '; 
$key = q/{_inline}$F_N(alpha,beta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=60 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline740" SRC="img125.gif"  > '; 
$key = q/{_inline}$theta^1_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=26 ALIGN=MIDDLE ALT="tex2html_wrap_inline680" SRC="img104.gif"  > '; 
$key = q/{_inline}$Sigma_mboxnls${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=29 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline626" SRC="img80.gif"  > '; 
$key = q/{_inline}$sqrtN(hattheta_N-theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=92 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline508" SRC="img42.gif"  > '; 
$key = q/{_inline}$hatW=102.15${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=81 HEIGHT=16 ALIGN=BOTTOM ALT="tex2html_wrap_inline514" SRC="img46.gif"  > '; 
$key = q/{_inline}$hatW=2.788${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=73 HEIGHT=16 ALIGN=BOTTOM ALT="tex2html_wrap_inline520" SRC="img49.gif"  > '; 
$key = q/{_inline}$sqrtsigma_11-2sigma_12+sigma_22=1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=155 HEIGHT=28 ALIGN=MIDDLE ALT="tex2html_wrap_inline430" SRC="img18.gif"  > '; 
$key = q/{_inline}$hath=.3037${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=67 HEIGHT=16 ALIGN=BOTTOM ALT="tex2html_wrap_inline768" SRC="img142.gif"  > '; 
$key = q/{_inline}$hattheta_2=0.096739${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline650" SRC="img91.gif"  > '; 
$key = q/{_inline}$mu_0=mu_1=mune0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=113 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline420" SRC="img14.gif"  > '; 
$key = q/{_inline}$sigma_11=12=sigma_22${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=109 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline408" SRC="img9.gif"  > '; 
$key = q/{_inline}$sigma_11=sigma_22=.5${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=99 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline438" SRC="img22.gif"  > '; 
$key = q/{}psfigfile=fig2.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap774" SRC="img108.gif"  > '; 
$key = q/{_inline}$H_N(tildetheta^2_N)toH(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=122 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline724" SRC="img118.gif"  > '; 
$key = q/{_inline}$hattheta_Ntotheta^0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=57 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline608" SRC="img75.gif"  > '; 
$key = q/{_inline}$Phi(xtheta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=46 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline582" SRC="img66.gif"  > '; 
$key = q/{_inline}$Psi(x,theta)=mboxPr{1|x,theta}=Phi(xtheta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=199 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline494" SRC="img35.gif"  > '; 
$key = q/{_inline}$Phi(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=31 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline404" SRC="img7.gif"  > '; 
$key = q/{_inline}$mboxPr{y=1|x}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=83 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline534" SRC="img53.gif"  > '; 
$key = q/{displaymath}y=Phi(xtheta^*)+eta,{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=304 HEIGHT=16 ALIGN=BOTTOM ALT="displaymath375" SRC="img69.gif"  > '; 
$key = q/{_inline}$calI_N(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline512" SRC="img45.gif"  > '; 
$key = q/{_inline}$mu_0=mu_1=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=83 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline436" SRC="img21.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x_i)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline678" SRC="img103.gif"  > '; 
$key = q/{displaymath}left(epsilon_0atopepsilon_1right)simN(mu,Sigma),{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=308 HEIGHT=39 ALIGN=BOTTOM ALT="displaymath368" SRC="img1.gif"  > '; 
$key = q/{_inline}$sigma_11${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=20 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline422" SRC="img15.gif"  > '; 
$key = q/{_inline}$theta_0=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline482" SRC="img33.gif"  > '; 
$key = q/{_inline}$sigma_11=1.5=sigma_22${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=106 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline432" SRC="img19.gif"  > '; 
$key = q/{displaymath}(theta_1-theta_0)oversqrt2-2sigma_12=beta,{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=303 HEIGHT=38 ALIGN=BOTTOM ALT="displaymath369" SRC="img31.gif"  > '; 
$key = q/{_inline}$hatW${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=16 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap_inline504" SRC="img39.gif"  > '; 
$key = q/{_inline}$u(i,x,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=57 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline456" SRC="img24.gif"  > '; 
$key = q/{_inline}$Psi(x,theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=46 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline528" SRC="img51.gif"  > '; 
$key = q/{_inline}$calI_N(hattheta_N)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=52 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline542" SRC="img55.gif"  > '; 
$key = q/{_inline}$E{eta|x}=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=78 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline598" SRC="img71.gif"  > '; 
$key = q/{_inline}${eta_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=27 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline654" SRC="img93.gif"  > '; 
$key = q/{_inline}$(8),ldots,(12)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=82 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline730" SRC="img123.gif"  > '; 
$key = q/{displaymath}hatSigma_N=H^-1_N(hattheta_N)calI_N(hattheta_N)H^-1_N(hattheta_N),{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=363 HEIGHT=20 ALIGN=BOTTOM ALT="displaymath373" SRC="img43.gif"  > '; 
$key = q/{displaymath}hatW=N(hattheta_N-theta^*)'hatSigma_N^-1(hattheta_N-theta^*),{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=361 HEIGHT=20 ALIGN=BOTTOM ALT="displaymath372" SRC="img40.gif"  > '; 
$key = q/{displaymath}-H(theta^*)=Eleft{partialoverpartialthetaPhi(xtheta^*)partialoverpartialtheta'Phi(xtheta^*)right},{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=381 HEIGHT=39 ALIGN=BOTTOM ALT="displaymath378" SRC="img82.gif"  > '; 
$key = q/{_inline}$theta^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline524" SRC="img50.gif"  > '; 
$key = q/{_inline}$x_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=13 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline664" SRC="img99.gif"  > '; 
$key = q/{_inline}$epsilon_1-epsilon_0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=16 ALIGN=MIDDLE ALT="tex2html_wrap_inline400" SRC="img5.gif"  > '; 
$key = q/{_inline}$;widehath=caststd(x)astn^-frac15,,${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=143 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline764" SRC="img140.gif"  > '; 
$key = q/{_inline}$y_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=14 ALIGN=MIDDLE ALT="tex2html_wrap_inline662" SRC="img98.gif"  > '; 
$key = q/{_inline}$eta_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=16 ALIGN=MIDDLE ALT="tex2html_wrap_inline660" SRC="img97.gif"  > '; 
$key = q/{displaymath}E{y|x}=1timesmboxPr{y=1|x}+0timesmboxPr{y=0|x}=mboxPr{y=1|x}=Phi(xtheta^*).{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=496 HEIGHT=16 ALIGN=BOTTOM ALT="displaymath374" SRC="img67.gif"  > '; 
$key = q/{_inline}$theta^0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=13 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline574" SRC="img62.gif"  > '; 
$key = q/{}psfigfile=fig3.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap776" SRC="img132.gif"  > '; 
$key = q/{_inline}$tildetheta^2_Ntotheta^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=58 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline722" SRC="img117.gif"  > '; 
$key = q/{_inline}$Psi(x|theta^0)=exp{xtheta^0)(1+exp(xtheta^0))${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=243 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline580" SRC="img65.gif"  > '; 
$key = q/{_inline}$(theta_0,theta_1,sigma_12)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=76 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline476" SRC="img30.gif"  > '; 
$key = q/{displaymath}calI(theta^*)=Eleft{Phi(xtheta*)[1-Phi(xtheta^*)]partialoverpartialthetaPhi(xtheta^*)partialoverpartialtheta'Phi(xtheta^*)right},{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=440 HEIGHT=39 ALIGN=BOTTOM ALT="displaymath379" SRC="img83.gif"  > '; 
$key = q/{_inline}$phi(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=30 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline576" SRC="img64.gif"  > '; 
$key = q/{displaymath}arraylrrrrmboxParameter;SPMamp;theta_0;SPMamp;theta_1;SPMamp;theta_2;SPMamp;theta_3mboxTrueValue;SPMamp;0.500;SPMamp;0.200;SPMamp;0.100;SPMamp;-0.050mboxProbitMLEhfil;SPMamp;0.543;SPMamp;0.173;SPMamp;0.083;SPMamp;-0.038mboxStd.Dev.;SPMamp;0.031;SPMamp;0.040;SPMamp;0.020;SPMamp;0.011mboxLogitMLEhfil;SPMamp;0.877;SPMamp;0.295;SPMamp;0.144;SPMamp;-0.065mboxStd.Dev.;SPMamp;0.051;SPMamp;0.068;SPMamp;0.034;SPMamp;0.019array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=402 HEIGHT=108 ALIGN=BOTTOM ALT="displaymath371" SRC="img38.gif"  > '; 
$key = q/{_inline}$F_N(theta^*,theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=71 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline744" SRC="img128.gif"  > '; 
$key = q/{_inline}$mu_1=mu_0=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=83 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline406" SRC="img8.gif"  > '; 
$key = q/{_inline}$Kleft(cdotright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=32 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline760" SRC="img138.gif"  > '; 
$key = q/{_inline}$mboxstd(hattheta_2)=0.094864${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=130 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline652" SRC="img92.gif"  > '; 
$key = q/{_inline}$mboxstd(hattheta_1)=.030680${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=121 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline622" SRC="img78.gif"  > '; 
$key = q/{_inline}$sigma^2(x_i)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline658" SRC="img95.gif"  > '; 
$key = q/{_inline}$mboxstd(hattheta_1)=.030548${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=121 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline624" SRC="img79.gif"  > '; 
$key = q/{_inline}$sigma_22${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=20 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline426" SRC="img17.gif"  > '; 
$key = q/{_inline}$hatWLongrightarrowchi^2(4)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=87 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline518" SRC="img48.gif"  > '; 
$key = q/{_inline}${y_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=27 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline754" SRC="img134.gif"  > '; 
$key = q/{_inline}$p=Phi(x_i|theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=87 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline668" SRC="img101.gif"  > '; 
$key = q/{displaymath}sigma^2(x_i)=Psi(x_i|theta^*)[1-Psi(x_i|theta^*)],{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=360 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath380" SRC="img96.gif"  > '; 
$key = q/{_inline}$hatSigma_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=21 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline506" SRC="img41.gif"  > '; 
$key = q/{_inline}$theta^*2=0.1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=64 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline644" SRC="img88.gif"  > '; 
$key = q/{_inline}${-Phi(xtheta^*),1-Phi(xtheta^*)}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=157 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline596" SRC="img70.gif"  > '; 
$key = q/{_inline}$y_i=Psi(x_i|theta^*)+eta_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=124 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline656" SRC="img94.gif"  > '; 
$key = q/{_inline}$mu${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=16 ALIGN=MIDDLE ALT="tex2html_wrap_inline412" SRC="img12.gif"  > '; 
$key = q/{_inline}$theta_1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline484" SRC="img34.gif"  > '; 
$key = q/{}psfigfile=fig4.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap778" SRC="img143.gif"  > '; 
$key = q/{_inline}$3.4times10^-21${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=77 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline516" SRC="img47.gif"  > '; 
$key = q/{_inline}$epsilon_1-epsilon_0simN(mu_1-mu_0,sigma_11-2sigma_12+sigma_22)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=268 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline398" SRC="img4.gif"  > '; 
$key = q/{_inline}$sqrtN[hattheta^1_N-theta^*]=O_p(1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=150 HEIGHT=33 ALIGN=MIDDLE ALT="tex2html_wrap_inline746" SRC="img130.gif"  > '; 
$key = q/{_inline}$Psi(x,theta^*)=mboxPr{y=1|x}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=159 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline532" SRC="img52.gif"  > '; 
$key = q/{_inline}$cinlbrack0.5,2.5].${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=85 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline766" SRC="img141.gif"  > '; 
$key = q/{displaymath}theta=partialoverpartialx[u(1,x,theta)-u(0,x,theta)].{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=351 HEIGHT=33 ALIGN=BOTTOM ALT="displaymath370" SRC="img36.gif"  > '; 
$key = q/{displaymath}arraylrrrrmboxParameter;SPMamp;theta_0;SPMamp;theta_1;SPMamp;theta_2;SPMamp;theta_3mboxTrueValue;SPMamp;0.500;SPMamp;0.200;SPMamp;0.100;SPMamp;-0.050mboxProbitNLShfil;SPMamp;0.542;SPMamp;0.174;SPMamp;0.085;SPMamp;-0.038mboxStd.Dev.;SPMamp;0.030;SPMamp;0.040;SPMamp;0.020;SPMamp;0.011mboxLogitNLShfil;SPMamp;0.876;SPMamp;0.295;SPMamp;0.145;SPMamp;-0.064mboxStd.Dev.;SPMamp;0.051;SPMamp;0.068;SPMamp;0.034;SPMamp;0.019array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=400 HEIGHT=108 ALIGN=BOTTOM ALT="displaymath377" SRC="img77.gif"  > '; 
$key = q/{_inline}$sigma^2(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline690" SRC="img107.gif"  > '; 
$key = q/{_inline}$Psi=Phi${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline604" SRC="img73.gif"  > '; 
$key = q/{_inline}$sigma^2(x)=Phi(xtheta^*)[1-Phi(xtheta^*)]=sigma^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=228 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline632" SRC="img87.gif"  > '; 

1;

