Example 1 for PROC HPLMIXED
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: HPLMXEX1 */
/* TITLE: Example 1 for PROC HPLMIXED */
/* PRODUCT: STAT */
/* SYSTEM: ALL */
/* KEYS: Mixed models, BLUPs */
/* PROCS: HPLMIXED */
/* DATA: */
/* */
/* REF: PROC HPLMIXED, EXAMPLE 1. */
/* MISC: */
/****************************************************************/
%let NCenter = 100;
%let NPatient = %eval(&NCenter*50);
%let NTime = 3;
%let SigmaC = 2.0;
%let SigmaP = 4.0;
%let SigmaE = 8.0;
%let Seed = 12345;
data WeekSim;
keep Gender Center Patient Time Measurement;
array PGender{&NPatient};
array PCenter{&NPatient};
array PEffect{&NPatient};
array CEffect{&NCenter};
array GEffect{2};
do Center = 1 to &NCenter;
CEffect{Center} = sqrt(&SigmaC)*rannor(&Seed);
end;
GEffect{1} = 10*ranuni(&Seed);
GEffect{2} = 10*ranuni(&Seed);
do Patient = 1 to &NPatient;
PGender{Patient} = 1 + int(2 *ranuni(&Seed));
PCenter{Patient} = 1 + int(&NCenter*ranuni(&Seed));
PEffect{Patient} = sqrt(&SigmaP)*rannor(&Seed);
end;
do Patient = 1 to &NPatient;
Gender = PGender{Patient};
Center = PCenter{Patient};
Mean = 1 + GEffect{Gender} + CEffect{Center} + PEffect{Patient};
do Time = 1 to &nTime;
Measurement = Mean + sqrt(&SigmaE)*rannor(&Seed);
output;
end;
end;
run;
/*----------------------------------------------------------------*/
/*---In order to run this code in distributed mode, you need ---*/
/*---to set the macro variables GRIDHOST and GRIDINSTALLLOC to ---*/
/*---resolve to appropriate values for your grid installation. ---*/
/*----------------------------------------------------------------*/
ods exclude all;
proc hplmixed data=WeekSim blup;
performance host="&GRIDHOST" install="&GRIDINSTALLLOC" nodes=20;
class Gender Center Patient Time;
model Measurement = Gender;
random Center / s;
repeated Time / sub=Patient type=un;
parms 1.7564
11.4555
3.6883 11.2071
4.5951 3.6311 12.1050;
ods output SolutionR=BLUPs;
run;
ods exclude none;
proc sort data=BLUPs;
by Estimate;
run;
data BLUPs; set BLUPs;
Rank = _N_;
run;
proc print data=BLUPs;
where ((Rank <= 5) | (Rank >= 96));
var Center Estimate;
run;