ÐÏࡱá>þÿ  þÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿ 1 1; ! Current price per share; CPRICE = 1 1 1; ! Dividends per share(estimated); DVPS = 0 0 0; ! Tax rate; TAXR = .32; ! Variance in return for each asset; VAR = .0108075 .0583917 .0942268; ! Correlation matrix; CORR = 1.000000 0.4938961 1.000000 0.4097276 0.7472293 1.000000 ; ! The desired growth factor; TARGET = 1.15; ! Transaction cost rate; TRNCST = 0.0; ENDDATA !-----------------------------------------------------; ! Min the var in portfolio return; [OBJ] MIN = @SUM( ASSET( I): VAR( I) * ( X( I)*CPRICE( I))^2) + 2 * @SUM( TMAT( I, J) | I #NE# J: CORR(I, J) * X(I)* CPRICE(I) * X(J)* CPRICE(J) * ( VAR( I) * VAR( J))^.5) ; !Budget: sales must cover fees, taxes,& purchases; [BUDC] @SUM( ASSET( I): CPRICE( I) * SEL( I) - TRNCST * CPRICE( I) * ( BUY( I) + SEL( I)) - TAXR * SEL( I) * ( CPRICE( I) - APRICE( I)) - CPRICE( I) * BUY( I)) >= 0; ! After tax return requirement. This assumes we do not pay tax on appreciation until we sell; [RETC] @SUM( ASSET( I): RET(I)* X(I)* CPRICE(I) - TAXR* DVPS(I)* X(I)) >= TARGET * @SUM( ASSET(I): START( I) * CPRICE( I)); ! Inventory balance for each asset; @FOR( ASSET( I): [BAL] X( I) = START( I) + BUY( I) - SEL( I); ); END MODEL: ! Name = PORTAX; ! Generic Markowitz portfolio model with taxes & transaction costs; SETS: ASSET/ ATT GMC USX/: RET, START, BUY, SEL, APRICE, CPRICE, DVPS, VAR, X; TMAT( ASSET, ASSET) | &1 #GE# &2: CORR; ENDSETS DATA: ! Data based on original Markowitz example; ! The expected returns as growth factors; RET = 1.089083 1.21367 1.23458; ! Starting composition of the portfolio in shares; START = .50 .35 .15; ! Price per share at acquisition; APRICE = 1 þÿÿÿýÿÿÿþÿÿÿþÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿRoot Entryÿÿÿÿÿÿÿÿ\CONTENTSÿÿÿÿÿÿÿÿÿÿÿÿ\ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿ þÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿRoot Entryÿÿÿÿÿÿÿÿ*0_šîÏ»òÀð^ ø…cfþÄ € Contentsÿÿÿÿÿÿÿÿÿÿÿÿ] ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿþÿÿÿýÿÿÿþÿÿÿ þÿÿÿ  ÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿ  !"#$%&'()þÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿÿICE( I) * ( BUY( I) + SEL( I)) \par - TAXR * SEL( I) * ( CPRICE( I) - APRICE( I)) \par - CPRICE( I) * BUY( I)) >= 0; \par \cf3 ! After tax return requirement. This assumes we do not pay tax on appreciation until we sell;\cf2 \par [RETC] \cf1 @SUM\cf2 ( ASSET( I): \par RET(I)* X(I)* CPRICE(I) - TAXR* DVPS(I)* X(I)) >= \par TARGET * \cf1 @SUM\cf2 ( ASSET(I): START( I) * CPRICE( I)); \par \cf3 ! Inventory balance for each asset;\cf2 \par \cf1 @FOR\cf2 ( ASSET( I): \par [BAL] X( I) = START( I) + BUY( I) - SEL( I); ); \par \cf1 END\cf2 \par \par } ì‹{\rtf1\ansi\ansicpg1252\deff0\deflang1033{\fonttbl{\f0\fnil\fcharset0 Courier New;}} {\colortbl ;\red0\green0\blue255;\red0\green0\blue0;\red0\green175\blue0;} \viewkind4\uc1\pard\cf1\f0\fs20 MODEL\cf2 : \par \cf3 ! Name = PORTAX;\cf2 \par \cf3 ! Generic Markowitz portfolio model with taxes & transaction costs;\cf2 \par \cf1 SETS\cf2 : \par ASSET/ ATT GMC USX/: RET, START, BUY, SEL, APRICE, CPRICE, DVPS, VAR, X; \par TMAT( ASSET, ASSET) | &1 #GE# &2: CORR; \par \cf1 ENDSETS\cf2 \par \cf1 DATA\cf2 : \par \cf3 ! Data based on original Markowitz example;\cf2 \par \cf3 ! The expected returns as growth factors;\cf2 \par RET = 1.089083 1.21367 1.23458; \par \cf3 ! Starting composition of the portfolio in shares;\cf2 \par START = .50 .35 .15; \par \cf3 ! Price per share at acquisition;\cf2 \par APRICE = 1 1 1; \par \cf3 ! Current price per share;\cf2 \par CPRICE = 1 1 1; \par \cf3 ! Dividends per share(estimated);\cf2 \par DVPS = 0 0 0; \par \cf3 ! Tax rate;\cf2 \par TAXR = .32; \par \cf3 ! Variance in return for each asset;\cf2 \par VAR = .0108075 .0583917 .0942268; \par \cf3 ! Correlation matrix;\cf2 \par CORR = \par 1.000000 \par 0.4938961 1.000000 \par 0.4097276 0.7472293 1.000000 ; \par \cf3 ! The desired growth factor;\cf2 \par TARGET = 1.15; \par \cf3 ! Transaction cost rate;\cf2 \par TRNCST = 0.0; \par \cf1 ENDDATA\cf2 \par \cf3 !-----------------------------------------------------;\cf2 \par \cf3 ! Min the var in portfolio return;\cf2 \par [OBJ] \cf1 MIN\cf2 = \par \cf1 @SUM\cf2 ( ASSET( I): VAR( I) * ( X( I)*CPRICE( I))^2) + 2 * \cf1 @SUM\cf2 ( TMAT( I, J) | I #NE# J: \par CORR(I, J) * X(I)* CPRICE(I) * X(J)* CPRICE(J) * ( VAR( I) * VAR( J))^.5) ; \par \cf3 !Budget: sales must cover fees, taxes,& purchases;\cf2 \par [BUDC] \cf1 @SUM\cf2 ( ASSET( I): CPRICE( I) * SEL( I) \par - TRNCST * CPR