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

$key = q/{_inline}$E{eta^k}=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=73 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline841" SRC="img71.gif"  > '; 
$key = q/{_inline}$H(theta^*)^-1calI(theta^*)H(theta^*)^-1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=154 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline853" SRC="img73.gif"  > '; 
$key = q/{_inline}$mboxvar(hatdelta^2)=1.9481500${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=145 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline867" SRC="img80.gif"  > '; 
$key = q/{_inline}$;h,${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline1057" SRC="img142.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_inline1053" SRC="img140.gif"  > '; 
$key = q/{_inline}$hattheta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=7 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap_inline845" SRC="img72.gif"  > '; 
$key = q/{displaymath}arraylrrrrrrrmboxParameter;SPMamp;beta_0;SPMamp;beta_1;SPMamp;beta_2;SPMamp;beta_3;SPMamp;sigma^2;SPMamp;mu;SPMamp;delta^2mboxTrueValue;SPMamp;-3.000;SPMamp;2.000;SPMamp;-4.000;SPMamp;-0.010;SPMamp;0.015;SPMamp;0.000;SPMamp;1.000mboxMLEhfil;SPMamp;-3.259;SPMamp;2.228;SPMamp;-2.571;SPMamp;-0.971;SPMamp;0.015;SPMamp;-0.047;SPMamp;0.974mboxStd.Dev.;SPMamp;0.194;SPMamp;0.809;SPMamp;0.836;SPMamp;0.304;SPMamp;.00055;SPMamp;0.025;SPMamp;0.036array{displaymath}/;
$cached_env_img{$key} = ''; 
$key = q/{_inline}$g(y|x,beta,sigma^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=82 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline703" SRC="img14.gif"  > '; 
$key = q/{_inline}$(beta,sigma^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline709" SRC="img16.gif"  > '; 
$key = q/{_inline}$hatbeta_mboxfgls${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=32 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline1017" SRC="img131.gif"  > '; 
$key = q/{displaymath}arraylrrrrrmboxParameter;SPMamp;mboxTruth;SPMamp;mboxMLE;SPMamp;mboxStd.Error;SPMamp;mboxFGLS;SPMamp;mboxStd.Errorbeta_0;SPMamp;-3.000;SPMamp;-3.256;SPMamp;0.190;SPMamp;-3.256;SPMamp;0.190beta_1;SPMamp;2.000;SPMamp;2.209;SPMamp;0.777;SPMamp;2.200;SPMamp;0.789beta_2;SPMamp;-4.000;SPMamp;-2.558;SPMamp;0.819;SPMamp;-2.548;SPMamp;0.833beta_3;SPMamp;-0.010;SPMamp;-0.966;SPMamp;0.295;SPMamp;-0.962;SPMamp;0.300gamma_0;SPMamp;-4.000;SPMamp;-4.012;SPMamp;0.044;SPMamp;-4.022;SPMamp;0.050gamma_1;SPMamp;0.000;SPMamp;0.030;SPMamp;0.053;SPMamp;0.006;SPMamp;0.069gamma_2;SPMamp;-0.200;SPMamp;-0.254;SPMamp;0.026;SPMamp;-0.239;SPMamp;0.039gamma_3;SPMamp;0.000;SPMamp;-0.010;SPMamp;0.014;SPMamp;0.002;SPMamp;0.025array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=471 HEIGHT=167 ALIGN=BOTTOM ALT="displaymath656" SRC="img137.gif"  > '; 
$key = q/{_inline}$beta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline731" SRC="img29.gif"  > '; 
$key = q/{_inline}$sigma^2(x)=exp(xgamma)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=114 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1089" SRC="img148.gif"  > '; 
$key = q/{_inline}$L_N(theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline689" SRC="img11.gif"  > '; 
$key = q/{_inline}$widehatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline745" SRC="img36.gif"  > '; 
$key = q/{}psfigfile=fig1.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1099" SRC="img42.gif"  > '; 
$key = q/{_inline}$-H(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=52 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline887" SRC="img86.gif"  > '; 
$key = q/{_inline}$X_i=(1,x_i,x_i^2,x_i^3)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=127 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline921" SRC="img99.gif"  > '; 
$key = q/{_inline}$left(beta,;sigma^2,;mu,;delta^2right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline687" SRC="img10.gif"  > '; 
$key = q/{_inline}$X_i=left(1,x_i,x_i^2,x_i^3right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=128 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline723" SRC="img23.gif"  > '; 
$key = q/{_inline}$hatdelta^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap_inline865" SRC="img79.gif"  > '; 
$key = q/{_inline}$H(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline811" SRC="img63.gif"  > '; 
$key = q/{_inline}$left(;mu,;delta^2right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline743" SRC="img33.gif"  > '; 
$key = q/{_inline}$mathcalIleft(theta^astright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=40 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline787" SRC="img51.gif"  > '; 
$key = q/{_inline}$E{sigma^2(tildex)}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=66 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline775" SRC="img45.gif"  > '; 
$key = q/{displaymath}=left[arrayccccfrac1sigma^2Eleft(Z_iX_iright);SPMamp;0;SPMamp;0;SPMamp;00;SPMamp;-frac12sigma^4;SPMamp;0;SPMamp;00;SPMamp;0;SPMamp;-frac1delta^2;SPMamp;00;SPMamp;0;SPMamp;0;SPMamp;-frac12delta^4arrayright],{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=393 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath646" SRC="img61.gif"  > '; 
$key = q/{_inline}$(beta,gamma)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=36 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline979" SRC="img120.gif"  > '; 
$key = q/{_inline}$hatgamma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline985" SRC="img122.gif"  > '; 
$key = q/{_inline}$mathcalIleft(theta^astright)=-Hleft(theta^astright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=118 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline791" SRC="img53.gif"  > '; 
$key = q/{_inline}$sigma^2(x)=exp{-4-.2x^2}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=167 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline685" SRC="img9.gif"  > '; 
$key = q/{_inline}$cinlbrack0.5,2.5].;${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=85 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1061" SRC="img144.gif"  > '; 
$key = q/{_inline}$N(0,sigma^2(x))${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=79 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline837" SRC="img69.gif"  > '; 
$key = q/{displaymath}Eleft[arrayccpartial^2lngleft(y|x;;left(beta,;sigma^2right)right)overpartial(beta,sigma^2)partial(beta,sigma^2)';SPMamp;00;SPMamp;partial^2lnhleft(x;;left(;mu,;delta^2right)right)overpartial(mu,delta^2)partial(mu,delta^2)'arrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=396 HEIGHT=58 ALIGN=BOTTOM ALT="displaymath645" SRC="img60.gif"  > '; 
$key = q/{_inline}$mathcalIleft(theta^astright).${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=46 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline793" SRC="img54.gif"  > '; 
$key = q/{}psfigfile=fig6.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1111" SRC="img150.gif"  > '; 
$key = q/{_inline}$gamma^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=15 HEIGHT=21 ALIGN=MIDDLE ALT="tex2html_wrap_inline1011" SRC="img129.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x_i)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline937" SRC="img108.gif"  > '; 
$key = q/{_inline}$gamma=left(gamma_0,gamma_1,gamma_2,gamma_3right)^prime.${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=135 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline957" SRC="img113.gif"  > '; 
$key = q/{_inline}$E{epsilon^3}=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=70 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline831" SRC="img67.gif"  > '; 
$key = q/{_inline}$y=fleft(xright)+varepsilon:${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=97 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1051" SRC="img138.gif"  > '; 
$key = q/{_inline}$L^c_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=22 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline713" SRC="img19.gif"  > '; 
$key = q/{_inline}$(y_i,x_i)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline899" SRC="img91.gif"  > '; 
$key = q/{_inline}$partial^2L^c_N(beta,gamma)partialbetapartialgamma'=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=156 HEIGHT=26 ALIGN=MIDDLE ALT="tex2html_wrap_inline973" SRC="img119.gif"  > '; 
$key = q/{_inline}$y_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=14 ALIGN=MIDDLE ALT="tex2html_wrap_inline897" SRC="img90.gif"  > '; 
$key = q/{_inline}$epsilon_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline679" SRC="img6.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x)ge0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=66 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline933" SRC="img107.gif"  > '; 
$key = q/{displaymath}widehatHleft(widehattheta_MLright)^-1widehatmathcalIleft(widehattheta_MLright)widehatHleft(widehattheta_MLright)^-1=left[arraycccc0.0374;SPMamp;-0.0872;SPMamp;0.0255;SPMamp;0.0157-0.0872;SPMamp;0.6543;SPMamp;-0.5643;SPMamp;-0.22150.0255;SPMamp;-0.5643;SPMamp;0.6998;SPMamp;0.25180.0157;SPMamp;-0.2215;SPMamp;0.2518;SPMamp;0.0923arrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=562 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath648" SRC="img83.gif"  > '; 
$key = q/{_inline}$L^m_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=22 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline719" SRC="img22.gif"  > '; 
$key = q/{}psfigfile=fig3.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1103" SRC="img102.gif"  > '; 
$key = q/{_inline}$left(y_i,x_iright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=44 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline673" SRC="img91.gif"  > '; 
$key = q/{_inline}$calI(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline797" SRC="img56.gif"  > '; 
$key = q/{_inline}$-H(theta^*)=calI(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=111 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline881" SRC="img85.gif"  > '; 
$key = q/{_inline}$Kleft(cdotright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=32 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1055" SRC="img141.gif"  > '; 
$key = q/{_inline}$mboxvar(hatsigma^2)=[hatmu_4-hatsigma^4]N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=155 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline859" SRC="img75.gif"  > '; 
$key = q/{displaymath}arraylccccmboxParameter;SPMamp;gamma_0;SPMamp;gamma_1;SPMamp;gamma_2;SPMamp;gamma_3mboxTrueValue;SPMamp;-4.0;SPMamp;0.0;SPMamp;-0.2;SPMamp;0.0mboxNLSestimatehfil;SPMamp;-4.022;SPMamp;0.006;SPMamp;-0.240;SPMamp;0.002mboxStandardDeviation;SPMamp;0.050;SPMamp;0.069;SPMamp;0.039;SPMamp;0.025array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=434 HEIGHT=69 ALIGN=BOTTOM ALT="displaymath655" SRC="img105.gif"  > '; 
$key = q/{_inline}$partialL_N^c(beta,hatgamma)partialbeta=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=126 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1015" SRC="img130.gif"  > '; 
$key = q/{displaymath}hatmu_r=1overNsum_i=1^N(x_i-hatmu)^4.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=324 HEIGHT=47 ALIGN=BOTTOM ALT="displaymath647" SRC="img78.gif"  > '; 
$key = q/{_inline}${y_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=27 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline715" SRC="img20.gif"  > '; 
$key = q/{_inline}$delta^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline821" SRC="img66.gif"  > '; 
$key = q/{_inline}$Ntoinfty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=54 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline781" SRC="img47.gif"  > '; 
$key = q/{_inline}$varepsilon_isimNleft(0,expleft(gamma_0+gamma_1x_i+gamma_2x_i^2right)right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=235 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline947" SRC="img110.gif"  > '; 
$key = q/{displaymath}y_i=exp{X_ibeta}exp{epsilon_i}{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=328 HEIGHT=16 ALIGN=BOTTOM ALT="displaymath650" SRC="img87.gif"  > '; 
$key = q/{_inline}$mu${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=16 ALIGN=MIDDLE ALT="tex2html_wrap_inline819" SRC="img65.gif"  > '; 
$key = q/{_inline}$4times1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=34 HEIGHT=20 ALIGN=MIDDLE ALT="tex2html_wrap_inline925" SRC="img101.gif"  > '; 
$key = q/{_inline}$exp{X_igamma}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=67 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1021" SRC="img132.gif"  > '; 
$key = q/{_inline}$tildeX${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap_inline863" SRC="img77.gif"  > '; 
$key = q/{}psfigfile=fig8.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1113" SRC="img151.gif"  > '; 
$key = q/{_inline}$(beta^*,gamma^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=50 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline987" SRC="img123.gif"  > '; 
$key = q/{_inline}$Z_iequivleft[y_i-2expleft(X_ibetaright)right]expleft(X_ibetaright)X_i^prime${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=246 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline805" SRC="img62.gif"  > '; 
$key = q/{_inline}$hatsigma^2=0.015${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=73 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline783" SRC="img48.gif"  > '; 
$key = q/{_inline}$gamma^*=(3.0,-4.0,-8.0,10)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=171 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1095" SRC="img149.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x_i)=exp{X_ihatgamma}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=131 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1001" SRC="img126.gif"  > '; 
$key = q/{_inline}$hatmu_4${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=15 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline861" SRC="img76.gif"  > '; 
$key = q/{_inline}$L_N^c(hatbeta,gamma)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=60 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline1025" SRC="img133.gif"  > '; 
$key = q/{_inline}$left(beta,;sigma^2,;mu,;delta^2right),${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=104 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline671" SRC="img1.gif"  > '; 
$key = q/{_inline}$h(x|mu,delta^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=65 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline707" SRC="img15.gif"  > '; 
$key = q/{_inline}$eta=(x-mu^*)simN(0,delta^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=164 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline839" SRC="img70.gif"  > '; 
$key = q/{_inline}$L^c_N(beta,gamma)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=60 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1035" SRC="img135.gif"  > '; 
$key = q/{_inline}$theta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=7 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline749" SRC="img38.gif"  > '; 
$key = q/{_inline}$mboxstd(hatsigma^2)=0.0005499${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=139 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline875" SRC="img81.gif"  > '; 
$key = q/{_inline}$L_N^c(beta,gamma)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=60 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1005" SRC="img135.gif"  > '; 
$key = q/{_inline}$x_isimNleft(mu,delta^2right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=96 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline675" SRC="img4.gif"  > '; 
$key = q/{_inline}$hatepsilon_i^2=(y_i-exp{X_ihatbeta})^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=153 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline919" SRC="img97.gif"  > '; 
$key = q/{_inline}$calI${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline981" SRC="img121.gif"  > '; 
$key = q/{_inline}$theta^ast${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=11 ALIGN=BOTTOM ALT="tex2html_wrap_inline789" SRC="img52.gif"  > '; 
$key = q/{displaymath}arraylccccmboxParameter;SPMamp;widehatbeta_0;SPMamp;widehatbeta_1;SPMamp;widehatbeta_2;SPMamp;widehatbeta_3mboxTruevalues;SPMamp;-3.000;SPMamp;2.000;SPMamp;-4.000;SPMamp;-0.010mboxModelI(MLE);SPMamp;-3.259;SPMamp;2.228;SPMamp;-2.570;SPMamp;-0.971mboxModelII(OLS);SPMamp;-2.543;SPMamp;0.118;SPMamp;-0.152;SPMamp;-0.033array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=427 HEIGHT=78 ALIGN=BOTTOM ALT="displaymath652" SRC="img92.gif"  > '; 
$key = q/{_inline}$hatsigma^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline741" SRC="img32.gif"  > '; 
$key = q/{_inline}$beta=left(beta_0,beta_1,beta_2,beta_3right)^prime${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=132 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline725" SRC="img24.gif"  > '; 
$key = q/{_inline}$hatsigma^2(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline1075" SRC="img147.gif"  > '; 
$key = q/{}psfigfile=fig5.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1107" SRC="img145.gif"  > '; 
$key = q/{_inline}$epsilon_i^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline991" SRC="img124.gif"  > '; 
$key = q/{_inline}$(beta,beta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=36 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline795" SRC="img55.gif"  > '; 
$key = q/{_inline}$(hatbeta_mboxfgls,hatgamma_mboxfgls)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=83 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline1031" SRC="img134.gif"  > '; 
$key = q/{_inline}$gamma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=14 ALIGN=MIDDLE ALT="tex2html_wrap_inline923" SRC="img100.gif"  > '; 
$key = q/{}psfigfile=fig2.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1101" SRC="img43.gif"  > '; 
$key = q/{_inline}$f(y,x|theta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=56 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline697" SRC="img13.gif"  > '; 
$key = q/{_inline}$left{left(y_i,x_iright)right}_i=1^N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=81 HEIGHT=33 ALIGN=MIDDLE ALT="tex2html_wrap_inline691" SRC="img12.gif"  > '; 
$key = q/{_inline}$tildeepsilon_isimN(0,sigma^2(x_i))${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=117 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline683" SRC="img8.gif"  > '; 
$key = q/{displaymath}ln(y_i)=X_ibeta+epsilon_i{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=309 HEIGHT=16 ALIGN=BOTTOM ALT="displaymath651" SRC="img89.gif"  > '; 
$key = q/{displaymath}calI_betabeta(theta^*)=Eleft{sigma^2(x)exp{Xbeta^*}XX'oversigma^4right}ne-Eleft{-exp{2Xbeta^*}XX'oversigma^2right}=-H_betabeta(theta^*){displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=555 HEIGHT=39 ALIGN=BOTTOM ALT="displaymath644" SRC="img58.gif"  > '; 
$key = q/{displaymath}Eleft{left[ln(y)-Xbetaright]^2I{y;SPMgt;0}right}.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=350 HEIGHT=29 ALIGN=BOTTOM ALT="displaymath653" SRC="img94.gif"  > '; 
$key = q/{_inline}$hatbeta_3=-.97${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=70 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline757" SRC="img41.gif"  > '; 
$key = q/{_inline}$beta_3^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=15 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline751" SRC="img40.gif"  > '; 
$key = q/{_inline}${x_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=28 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline717" SRC="img21.gif"  > '; 
$key = q/{_inline}$exp{Xbeta}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=63 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline915" SRC="img96.gif"  > '; 
$key = q/{_inline}$L_N${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=22 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline963" SRC="img116.gif"  > '; 
$key = q/{_inline}${epsilon_i}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=25 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline769" SRC="img44.gif"  > '; 
$key = q/{_inline}$left(;beta,;gammaright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline961" SRC="img114.gif"  > '; 
$key = q/{_inline}$Hleft(theta^astright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=43 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline785" SRC="img50.gif"  > '; 
$key = q/{_inline}$;widehath=caststd(x)astn^-frac15,,${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=143 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline1059" SRC="img143.gif"  > '; 
$key = q/{_inline}$x_i${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=13 HEIGHT=15 ALIGN=MIDDLE ALT="tex2html_wrap_inline681" SRC="img7.gif"  > '; 
$key = q/{_inline}$sigma^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=12 ALIGN=BOTTOM ALT="tex2html_wrap_inline735" SRC="img30.gif"  > '; 
$key = q/{_inline}$theta=(beta,gamma,mu,delta^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=105 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline951" SRC="img111.gif"  > '; 
$key = q/{_inline}$beta^*${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=15 HEIGHT=22 ALIGN=MIDDLE ALT="tex2html_wrap_inline855" SRC="img74.gif"  > '; 
$key = q/{_inline}${hatepsilon_i^2}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=27 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline995" SRC="img125.gif"  > '; 
$key = q/{}psfigfile=fig7.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1109" SRC="img146.gif"  > '; 
$key = q/{displaymath}widehatmathcalI^-1left(widehattheta_MLright)=left[arraycccc114.9;SPMamp;-254.7;SPMamp;9.0;SPMamp;95.8-254.7;SPMamp;2155.5;SPMamp;-2045.8;SPMamp;-810.59.0;SPMamp;-2045.8;SPMamp;3765.1;SPMamp;6.295.8;SPMamp;-810.5;SPMamp;6.2;SPMamp;1721.5arrayright],{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=451 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath649" SRC="img84.gif"  > '; 
$key = q/{displaymath}E{left[y-exp(Xbeta)right]^2},{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=318 HEIGHT=19 ALIGN=BOTTOM ALT="displaymath654" SRC="img95.gif"  > '; 
$key = q/{_inline}$L^c_N(beta,sigma^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=68 HEIGHT=26 ALIGN=MIDDLE ALT="tex2html_wrap_inline729" SRC="img26.gif"  > '; 
$key = q/{_inline}$varepsilon_isimNleft(0,sigma^2right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline677" SRC="img5.gif"  > '; 
$key = q/{_inline}$(mu,delta^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline711" SRC="img17.gif"  > '; 
$key = q/{_inline}$hatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline737" SRC="img31.gif"  > '; 
$key = q/{_inline}$left(beta,;sigma^2right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=48 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline727" SRC="img25.gif"  > '; 
$key = q/{_inline}$calI_betabeta(theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=52 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline799" SRC="img57.gif"  > '; 
$key = q/{_inline}$(beta,gamma)=(beta^*,gamma^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=110 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline971" SRC="img118.gif"  > '; 
$key = q/{}psfigfile=fig4.eps,angle=-90,height=2.5in{}/;
$cached_env_img{$key} = ' <IMG WIDTH=253 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap1105" SRC="img104.gif"  > '; 
$key = q/{_inline}$epsilon=(y-exp{Xbeta})${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=131 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline833" SRC="img68.gif"  > '; 
$key = q/{_inline}$sqrtN(hattheta-theta^*)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=80 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline813" SRC="img64.gif"  > '; 
$key = q/{_inline}$epsilon_isimN(0,sigma^2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=90 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline891" SRC="img88.gif"  > '; 
$key = q/{_inline}$sigma^2(x)=sigma^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=74 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline801" SRC="img59.gif"  > '; 
$key = q/{_inline}$(beta,gamma)=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=65 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline1037" SRC="img136.gif"  > '; 
$key = q/{_inline}$sigma^2(x)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=37 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline927" SRC="img103.gif"  > '; 

1;

