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

$key = q/{_inline}$beta_1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=17 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline224" SRC="img9.gif"  > '; 
$key = q/{_inline}$backslash${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=7 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline490" SRC="img66.gif"  > '; 
$key = q/{_inline}$beta_3${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=17 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline474" SRC="img61.gif"  > '; 
$key = q/{_inline}$(beta_1,beta_2,beta_3)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=81 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline460" SRC="img59.gif"  > '; 
$key = q/{_inline}$W=Zgamma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=69 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline416" SRC="img50.gif"  > '; 
$key = q/{displaymath}y=left[arrayc1-132543-12arrayright]X_1=left[arrayc210-2-103-2-1arrayright]X_2=left[arrayc0001000-10arrayright]{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=408 HEIGHT=353 ALIGN=BOTTOM ALT="displaymath188" SRC="img2.gif"  > '; 
$key = q/{_inline}$(X'X)(X'X)^-1=I${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=156 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline292" SRC="img31.gif"  > '; 
$key = q/{_inline}$q_d${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=14 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline530" SRC="img73.gif"  > '; 
$key = q/{_inline}$alpha'=(alpha_0,alpha_1,alpha_2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=128 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline548" SRC="img80.gif"  > '; 
$key = q/{_inline}$veci'(y-Xhatbeta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=85 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline318" SRC="img35.gif"  > '; 
$key = q/{_inline}$(2times2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=52 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline212" SRC="img3.gif"  > '; 
$key = q/{_inline}$beta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline258" SRC="img21.gif"  > '; 
$key = q/{_inline}$epsilon_d${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=13 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline536" SRC="img74.gif"  > '; 
$key = q/{_inline}$(50times50)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=71 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline442" SRC="img55.gif"  > '; 
$key = q/{_inline}$mboxttI:$backslash$Spring99$backslash$econ161$backslash$crossdat$backslash$fmt${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=308 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline430" SRC="img53.gif"  > '; 
$key = q/{_inline}$Ktimes1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=48 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline390" SRC="img46.gif"  > '; 
$key = q/{_inline}$P_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=35 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline514" SRC="img70.gif"  > '; 
$key = q/{_inline}$Ntimes1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=47 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline354" SRC="img42.gif"  > '; 
$key = q/{_inline}$hatbeta_j${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=16 HEIGHT=38 ALIGN=MIDDLE ALT="tex2html_wrap_inline250" SRC="img19.gif"  > '; 
$key = q/{_inline}$D_ik=0${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=61 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline238" SRC="img14.gif"  > '; 
$key = q/{_inline}$(X'X)^+X'y${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=93 HEIGHT=31 ALIGN=MIDDLE ALT="tex2html_wrap_inline392" SRC="img47.gif"  > '; 
$key = q/{_inline}$(50times1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=62 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline446" SRC="img56.gif"  > '; 
$key = q/{_inline}$widehatbeta_1=X_1^primeY${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=80 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline216" SRC="img5.gif"  > '; 
$key = q/{displaymath}y=Xbeta+epsilon{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=296 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath191" SRC="img20.gif"  > '; 
$key = q/{_inline}$c=haty'hatyy'y${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=89 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline278" SRC="img27.gif"  > '; 
$key = q/{_inline}$beta'=(beta_0,beta_1,beta_2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=125 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline544" SRC="img78.gif"  > '; 
$key = q/{_inline}$beta=(beta_1,beta_2)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=94 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline214" SRC="img4.gif"  > '; 
$key = q/{displaymath}logM_t=beta_0+beta_1logY_t+beta_2r_t+beta_3logP_t+epsilon_t,quadt=1,ldots,T.{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=495 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath196" SRC="img67.gif"  > '; 
$key = q/{_inline}$JtimesK${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=51 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline418" SRC="img51.gif"  > '; 
$key = q/{displaymath}q_d=beta_0+beta_1p+beta_2y+epsilon_d{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=348 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath197" SRC="img72.gif"  > '; 
$key = q/{_inline}${D_1,ldots,D_K}${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=110 HEIGHT=30 ALIGN=MIDDLE ALT="tex2html_wrap_inline230" SRC="img11.gif"  > '; 
$key = q/{_inline}$Z_1'(y-Xhatbeta)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=93 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline328" SRC="img38.gif"  > '; 
$key = q/{_inline}$epsilon${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=6 HEIGHT=9 ALIGN=BOTTOM ALT="tex2html_wrap_inline360" SRC="img44.gif"  > '; 
$key = q/{_inline}$(hatbeta_1,ldots,hatbeta_K)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=94 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline248" SRC="img16.gif"  > '; 
$key = q/{_inline}$NtimesK${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=56 HEIGHT=24 ALIGN=MIDDLE ALT="tex2html_wrap_inline358" SRC="img43.gif"  > '; 
$key = q/{_inline}$M_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=41 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline508" SRC="img68.gif"  > '; 
$key = q/{_inline}$gamma${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline420" SRC="img52.gif"  > '; 
$key = q/{_inline}$beta_k${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline546" SRC="img79.gif"  > '; 
$key = q/{_inline}$alpha${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=10 HEIGHT=9 ALIGN=BOTTOM ALT="tex2html_wrap_inline556" SRC="img82.gif"  > '; 
$key = q/{_inline}$veci${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=9 HEIGHT=18 ALIGN=BOTTOM ALT="tex2html_wrap_inline322" SRC="img37.gif"  > '; 
$key = q/{_inline}$Y_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=35 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline512" SRC="img69.gif"  > '; 
$key = q/{_inline}$X_1^primeX_1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline218" SRC="img6.gif"  > '; 
$key = q/{_inline}$Z_2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline308" SRC="img33.gif"  > '; 
$key = q/{_inline}$beta_2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=17 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline226" SRC="img10.gif"  > '; 
$key = q/{_inline}$y=Xbeta+epsilon${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=93 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline288" SRC="img30.gif"  > '; 
$key = q/{_inline}$hatepsilon=y-haty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=74 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline272" SRC="img25.gif"  > '; 
$key = q/{displaymath}y=Z_1beta_1+Z_2beta_2+epsilon{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=332 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath192" SRC="img28.gif"  > '; 
$key = q/{_inline}$(Ntimes1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=60 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline264" SRC="img23.gif"  > '; 
$key = q/{displaymath}y=beta_1D_1+cdotsbeta_KD_K+epsilon{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=353 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath189" SRC="img17.gif"  > '; 
$key = q/{_inline}$Py=X(X'X)^-1X'y${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=167 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline336" SRC="img39.gif"  > '; 
$key = q/{_inline}$Py=haty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=58 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline340" SRC="img40.gif"  > '; 
$key = q/{_inline}$(X'X)^-1X'y${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=100 HEIGHT=32 ALIGN=MIDDLE ALT="tex2html_wrap_inline400" SRC="img48.gif"  > '; 
$key = q/{_inline}$R=I-veci(veci'veci)^-1veci'${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=137 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline438" SRC="img54.gif"  > '; 
$key = q/{_inline}$m_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=39 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline482" SRC="img63.gif"  > '; 
$key = q/{displaymath}hatbeta_j=sum_i=1^Ny_iD_ijoversum_i=1^ND_ijquadj=1,ldots,K{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=376 HEIGHT=49 ALIGN=BOTTOM ALT="displaymath190" SRC="img18.gif"  > '; 
$key = q/{displaymath}arraycccccccccccccy';SPMamp;=;SPMamp;(-10;SPMamp;-8;SPMamp;-6;SPMamp;-4;SPMamp;-2;SPMamp;0;SPMamp;2;SPMamp;4;SPMamp;6;SPMamp;8;SPMamp;10)X'_2;SPMamp;=;SPMamp;(1;SPMamp;2;SPMamp;3;SPMamp;4;SPMamp;5;SPMamp;6;SPMamp;7;SPMamp;8;SPMamp;9;SPMamp;10;SPMamp;11)X'_3;SPMamp;=;SPMamp;(1;SPMamp;3;SPMamp;5;SPMamp;7;SPMamp;9;SPMamp;11;SPMamp;13;SPMamp;15;SPMamp;17;SPMamp;19;SPMamp;21)array{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=492 HEIGHT=98 ALIGN=BOTTOM ALT="displaymath194" SRC="img58.gif"  > '; 
$key = q/{_inline}$R^2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=20 HEIGHT=17 ALIGN=BOTTOM ALT="tex2html_wrap_inline468" SRC="img60.gif"  > '; 
$key = q/{_inline}$q_s${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=13 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline538" SRC="img75.gif"  > '; 
$key = q/{_inline}$D_ij=1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=59 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline232" SRC="img12.gif"  > '; 
$key = q/{_inline}$knej${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=42 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline240" SRC="img15.gif"  > '; 
$key = q/{_inline}$y_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=32 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline484" SRC="img64.gif"  > '; 
$key = q/{_inline}$hatepsilon=y-Xhatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=93 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline316" SRC="img34.gif"  > '; 
$key = q/{_inline}$epsilon_s${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=12 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline542" SRC="img76.gif"  > '; 
$key = q/{displaymath}q_s=alpha_0+alpha_1p+alpha_2r+epsilon_s{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=349 HEIGHT=15 ALIGN=BOTTOM ALT="displaymath198" SRC="img77.gif"  > '; 
$key = q/{_inline}$X_2^primeX_2${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=45 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline222" SRC="img8.gif"  > '; 
$key = q/{_inline}$widehatbeta_2=X_2^primeY${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=80 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline220" SRC="img7.gif"  > '; 
$key = q/{_inline}$rho(hate_t,hate_t-1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=76 HEIGHT=29 ALIGN=MIDDLE ALT="tex2html_wrap_inline524" SRC="img71.gif"  > '; 
$key = q/{_inline}$alpha_k${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline550" SRC="img81.gif"  > '; 
$key = q/{displaymath}y_i=beta_1+beta_2X_2i+beta_3iX_3i+epsilon_i{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=366 HEIGHT=17 ALIGN=BOTTOM ALT="displaymath193" SRC="img57.gif"  > '; 
$key = q/{_inline}$haty${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=8 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline274" SRC="img26.gif"  > '; 
$key = q/{_inline}$hatepsilon${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=6 HEIGHT=13 ALIGN=BOTTOM ALT="tex2html_wrap_inline268" SRC="img24.gif"  > '; 
$key = q/{_inline}$hatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=11 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline210" SRC="img1.gif"  > '; 
$key = q/{_inline}$NtimesJ${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=51 HEIGHT=25 ALIGN=MIDDLE ALT="tex2html_wrap_inline402" SRC="img49.gif"  > '; 
$key = q/{displaymath}log(m_t)=beta_0+beta_1logy_t+beta_2r_t+epsilon_t,quadt=1,ldots,T{displaymath}/;
$cached_env_img{$key} = ' <IMG WIDTH=453 HEIGHT=19 ALIGN=BOTTOM ALT="displaymath195" SRC="img62.gif"  > '; 
$key = q/{_inline}$r_t=${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=32 HEIGHT=18 ALIGN=MIDDLE ALT="tex2html_wrap_inline486" SRC="img65.gif"  > '; 
$key = q/{_inline}$j^rmth${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=22 HEIGHT=33 ALIGN=MIDDLE ALT="tex2html_wrap_inline236" SRC="img13.gif"  > '; 
$key = q/{_inline}$haty=Xhatbeta${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=62 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline262" SRC="img22.gif"  > '; 
$key = q/{_inline}$veci'=(1,1,1)${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=83 HEIGHT=37 ALIGN=MIDDLE ALT="tex2html_wrap_inline320" SRC="img36.gif"  > '; 
$key = q/{_inline}$A^+${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=24 HEIGHT=15 ALIGN=BOTTOM ALT="tex2html_wrap_inline386" SRC="img45.gif"  > '; 
$key = q/{_inline}$Z_1${_inline}/;
$cached_env_img{$key} = ' <IMG WIDTH=18 HEIGHT=27 ALIGN=MIDDLE ALT="tex2html_wrap_inline306" SRC="img32.gif"  > '; 

1;

