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

$key = q/{displaymath}hatbeta=left[arrayc(X_(1)^primeX_(1))^-1X_(1)^primey_(1)vdots(X_(p)^primeX_(p))^-1X_(p)^primey_(p)arrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=367 HEIGHT=80 ALIGN=BOTTOM ALT="displaymath891" SRC="img20.gif"  > '; 
$key = q/{displaymath}V(hatbeta)=(X^primeX)^-1(X^primeSigma^-1X)(X^primeX)^-1{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=395 HEIGHT=23 ALIGN=BOTTOM ALT="displaymath893" SRC="img23.gif"  > '; 
$key = q/{displaymath}l(beta)=-Nlog(2sqrtsigma^2)-frac1sqrtsigma^2sum_i=1^Nleft|y_i-X_ibetaright|.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=427 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath897" SRC="img28.gif"  > '; 
$key = q/{_inline}$Nleft(hatbeta,A_N^-1right)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=88 HEIGHT=39 ALIGN=MIDDLE ALT="tex2html_wrap_inline950" SRC="img36.gif"  > '; 
$key = q/{_inline}$z_isimN(0,1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=95 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline928" SRC="img5.gif"  > '; 
$key = q/{_inline}$max_d=1,ldots,Dleft[upsilon_d+varepsilon_dright]${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=159 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline966" SRC="img48.gif"  > '; 
$key = q/{displaymath}varepsilon=y-XbetasimNleft(0,Omegaright),{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=347 HEIGHT=19 ALIGN=BOTTOM ALT="displaymath883" SRC="img8.gif"  > '; 
$key = q/{displaymath}Sigma=left[arraycccOmega;SPMamp;;SPMamp;0;SPMamp;ddots;SPMamp;0;SPMamp;;SPMamp;Omegaarrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=325 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath889" SRC="img17.gif"  > '; 
$key = q/{_inline}$beta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline932" SRC="img9.gif"  > '; 
$key = q/{displaymath}fracpartiall(hatbeta)partialbeta=X^primeOmega^-1(y-Xhatbeta)=0.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=369 HEIGHT=48 ALIGN=BOTTOM ALT="displaymath885" SRC="img12.gif"  > '; 
$key = q/{displaymath}hatbeta=argmaxl(beta)Rightarrowhatbeta=argminsum_i=1^Nleft|y_i-X_ibetaright|=hatbeta_LAD.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=472 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath898" SRC="img29.gif"  > '; 
$key = q/{_inline}$i=1,ldots,k${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=91 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline930" SRC="img6.gif"  > '; 
$key = q/{_inline}$p(Omega^-1)f(y|beta,Omega^-1,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=172 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline956" SRC="img39.gif"  > '; 
$key = q/{_inline}$alpha+sigmagamma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=55 HEIGHT=23 ALIGN=MIDDLE ALT="tex2html_wrap_inline964" SRC="img46.gif"  > '; 
$key = q/{_inline}$Omega^-1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=29 HEIGHT=16 ALIGN=BOTTOM ALT="tex2html_wrap_inline952" SRC="img37.gif"  > '; 
$key = q/{_inline}$p(beta|Omega^-1,y,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=115 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline942" SRC="img30.gif"  > '; 
$key = q/{_inline}$Wleft(N+rho_0,R_Nright)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=127 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline962" SRC="img43.gif"  > '; 
$key = q/{displaymath}calI(beta)^-1=left(X^primeOmega^-1Xright)^-1.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=348 HEIGHT=33 ALIGN=BOTTOM ALT="displaymath887" SRC="img15.gif"  > '; 
$key = q/{displaymath}f(varepsilon)=frac12sqrtsigma^2expleft{-left|fracvarepsilonsqrtsigma^2right|right},{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=371 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath896" SRC="img27.gif"  > '; 
$key = q/{_inline}$Sigma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline918" SRC="img1.gif"  > '; 
$key = q/{displaymath}X_i=left[arraycccX_i1;SPMamp;;SPMamp;0;SPMamp;ddots;SPMamp;0;SPMamp;;SPMamp;X_iparrayright]qquad,X=left[arraycX_1vdotsX_Narrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=422 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath888" SRC="img16.gif"  > '; 
$key = q/{_inline}$(beta,y,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=65 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline960" SRC="img42.gif"  > '; 
$key = q/{_inline}$Omega^-1,y,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=79 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline948" SRC="img35.gif"  > '; 
$key = q/{_inline}$hatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline936" SRC="img11.gif"  > '; 
$key = q/{_inline}$p(beta)f(y|beta,Omega^-1,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=152 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline944" SRC="img31.gif"  > '; 
$key = q/{displaymath}Y^primeSigma^-1Y=Y^primeP^-1primeP^-1Y=Z^primeZ=sum_i=1^kz_i^2simchi^2(k).{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=447 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath882" SRC="img7.gif"  > '; 
$key = q/{displaymath}l(beta)=-fracN2log(2pi)-frac12logleft|Omegaright|-frac12left((y-Xbeta)^primeOmega^-1(y-Xbeta)right).{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=500 HEIGHT=39 ALIGN=BOTTOM ALT="displaymath884" SRC="img10.gif"  > '; 
$key = q/{displaymath}V(hatbeta)-V(hatbeta_GLS)geq0{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=333 HEIGHT=23 ALIGN=BOTTOM ALT="displaymath894" SRC="img24.gif"  > '; 
$key = q/{displaymath}K=frac12sqrtsigma^2.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=296 HEIGHT=44 ALIGN=BOTTOM ALT="displaymath895" SRC="img26.gif"  > '; 
$key = q/{_inline}$ktimes1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline922" SRC="img3.gif"  > '; 
$key = q/{displaymath}V(hatbeta_GLS)=(X^primeSigma^-1X)^-1{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=347 HEIGHT=23 ALIGN=BOTTOM ALT="displaymath890" SRC="img19.gif"  > '; 
$key = q/{displaymath}F(x)=expleft{-expleft{-frac(x-alpha)sigmaright}right}{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=387 HEIGHT=48 ALIGN=BOTTOM ALT="displaymath899" SRC="img45.gif"  > '; 
$key = q/{_inline}$p(Omega^-1|beta,y,X)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=115 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline954" SRC="img38.gif"  > '; 
$key = q/{displaymath}X_(i)=left[arraycX_1ivdotsX_Niarrayright].{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=317 HEIGHT=77 ALIGN=BOTTOM ALT="displaymath892" SRC="img21.gif"  > '; 
$key = q/{_inline}$Z=P^-1YsimN(0,I)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=168 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline924" SRC="img4.gif"  > '; 
$key = q/{displaymath}X^primeOmega^-1y=X^primeOmega^-1XhatbetaRightarrowhatbeta=(X^primeOmega^-1X)^-1X^primeOmega^-1y=hatbeta_GLS.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=485 HEIGHT=23 ALIGN=BOTTOM ALT="displaymath886" SRC="img13.gif"  > '; 

1;

