Example 1 for PROC HPMIXED
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: HPMEX1 */
/* TITLE: Example 1 for PROC HPMIXED */
/* PRODUCT: STAT */
/* SYSTEM: ALL */
/* KEYS: Random-Effect Coefficient */
/* Rank the predicted values */
/* PROCS: HPMIXED */
/* DATA: */
/* */
/* SUPPORT: Tianlin Wang */
/* REF: PROC HPMIXED, EXAMPLE 1. */
/* MISC: */
/****************************************************************/
%let NFarm = 15;
%let NAnimal = %eval(&NFarm*100);
data Sim;
keep Species Farm Animal Yield;
array BV{&NAnimal};
array AnimalSpecies{&NAnimal};
array AnimalFarm{&NAnimal};
do i = 1 to &NAnimal;
BV {i} = sqrt(4.0)*rannor(12345);
AnimalSpecies{i} = 1 + int( 5 *ranuni(12345));
AnimalFarm {i} = 1 + int(&NFarm*ranuni(12345));
end;
do i = 1 to 40*&NAnimal;
Animal = 1 + int(&NAnimal*ranuni(12345));
Species = AnimalSpecies{Animal};
Farm = AnimalFarm {Animal};
Yield = 1 + Species
+ Farm
+ BV{Animal}
+ sqrt(8.0)*rannor(12345);
output;
end;
run;
ods exclude all;
proc hpmixed data=Sim;
class Species Farm Animal;
model Yield = Species Farm*Species;
random Animal/cl;
ods output SolutionR=EBV;
run;
ods exclude none;
proc sort data=EBV;
by descending estimate;
run;
proc print data=EBV(obs=10) noobs;
var Animal Estimate StdErrPred Lower Upper;
run;
/* lmr6850 (NSpecies,NAnimalPerFarm)=(10,500), TopTime=600 */
data Times;
input PROC $ NFarm Time @@;
label Time = "Run-time";
NAnimals = 500*NFarm;
label NAnimals = "Number of animals";
datalines;
GLIMMIX 2 2.45 GLIMMIX 3 3.72 GLIMMIX 4 5.47
GLIMMIX 5 7.17 GLIMMIX 6 9.44 GLIMMIX 7 11.70
GLIMMIX 8 15.08 GLIMMIX 9 17.45 GLIMMIX 10 21.31
GLIMMIX 11 25.28 GLIMMIX 12 35.06 GLIMMIX 13 40.42
GLIMMIX 14 48.14 GLIMMIX 15 57.23 GLIMMIX 16 66.37
GLIMMIX 17 79.52 GLIMMIX 18 92.56 GLIMMIX 19 108.23
GLIMMIX 20 125.92 GLIMMIX 21 146.11 GLIMMIX 22 169.56
GLIMMIX 23 196.17 GLIMMIX 24 236.00 GLIMMIX 25 263.81
GLIMMIX 26 294.84 GLIMMIX 27 348.93 GLIMMIX 28 385.80
GLIMMIX 29 472.26 GLIMMIX 30 538.34 GLIMMIX 31 614.26
GLIMMIX 32 692.90 GLIMMIX 33 778.63
HPMIXED 2 1.06 HPMIXED 3 1.34 HPMIXED 4 1.94
HPMIXED 5 2.61 HPMIXED 6 3.53 HPMIXED 7 4.25
HPMIXED 8 5.30 HPMIXED 9 6.33 HPMIXED 10 7.03
HPMIXED 11 8.41 HPMIXED 12 10.59 HPMIXED 13 11.86
HPMIXED 14 12.66 HPMIXED 15 14.39 HPMIXED 16 18.11
HPMIXED 17 18.20 HPMIXED 18 20.97 HPMIXED 19 22.95
HPMIXED 20 24.94 HPMIXED 21 31.28 HPMIXED 22 30.70
HPMIXED 23 37.89 HPMIXED 24 42.80 HPMIXED 25 33.64
HPMIXED 26 39.92 HPMIXED 27 43.02 HPMIXED 28 49.72
HPMIXED 29 46.89 HPMIXED 30 79.95 HPMIXED 31 67.44
HPMIXED 32 76.41 HPMIXED 33 80.50 HPMIXED 34 84.94
HPMIXED 35 78.95 HPMIXED 36 101.33 HPMIXED 37 91.75
HPMIXED 38 87.03 HPMIXED 39 103.06 HPMIXED 40 140.19
HPMIXED 41 114.15 HPMIXED 42 170.87 HPMIXED 43 218.05
HPMIXED 44 118.48 HPMIXED 45 139.44 HPMIXED 46 137.48
HPMIXED 47 150.33 HPMIXED 48 187.83 HPMIXED 49 181.37
HPMIXED 50 182.37 HPMIXED 51 190.39 HPMIXED 52 236.62
HPMIXED 53 289.95 HPMIXED 54 211.98 HPMIXED 55 458.26
HPMIXED 56 234.11 HPMIXED 57 249.34 HPMIXED 58 248.59
HPMIXED 59 322.19 HPMIXED 60 337.28 HPMIXED 61 303.97
HPMIXED 62 356.14 HPMIXED 63 329.00 HPMIXED 64 842.98
HPMIXED 65 486.47 HPMIXED 66 429.75 HPMIXED 67 315.54
HPMIXED 68 539.78 HPMIXED 69 381.81 HPMIXED 70 723.11
HPMIXED 71 815.46
MIXED 2 2.30 MIXED 3 4.28 MIXED 4 7.05
MIXED 5 11.11 MIXED 6 17.23 MIXED 7 24.36
MIXED 8 31.48 MIXED 9 42.87 MIXED 10 59.64
MIXED 11 69.44 MIXED 12 90.20 MIXED 13 326.73
MIXED 14 671.67 MIXED 15 854.51 MIXED 16 1167.81
;
proc sgplot data=Times;
yaxis max=600 display=(novalues noticks);
xaxis max=20000;
loess y=Time x=NAnimals / group=PROC nomarkers
interpolation=cubic smooth=0.5;
run;
/* lmr6850 (NFarm,NAnimalPerFarm)=(15,100), TopTime=60 */
data Times;
input PROC $ NX Time @@;
label NX = "Number of covariates";
label Time = "Run-time";
datalines;
GLIMMIX 5 2.9540 GLIMMIX 10 3.2810 GLIMMIX 15 3.6560
GLIMMIX 20 3.9840 GLIMMIX 25 4.3590 GLIMMIX 30 4.8120
GLIMMIX 35 5.1400 GLIMMIX 40 5.7190 GLIMMIX 45 6.1410
GLIMMIX 50 6.4060 GLIMMIX 55 6.7340 GLIMMIX 60 7.2810
GLIMMIX 65 7.7340 GLIMMIX 70 8.1870 GLIMMIX 75 8.6090
GLIMMIX 80 9.1250 GLIMMIX 85 9.8120 GLIMMIX 90 10.1400
GLIMMIX 95 10.6400 GLIMMIX 100 11.3130 GLIMMIX 105 11.8750
GLIMMIX 110 12.3910 GLIMMIX 115 13.0930 GLIMMIX 120 14.0460
GLIMMIX 125 14.2810 GLIMMIX 130 15.9680 GLIMMIX 135 15.7190
GLIMMIX 140 16.4530 GLIMMIX 145 17.0470 GLIMMIX 150 17.7340
GLIMMIX 155 18.2180 GLIMMIX 160 19.1720 GLIMMIX 165 20.0630
GLIMMIX 170 20.6400 GLIMMIX 175 21.6250 GLIMMIX 180 22.8910
GLIMMIX 185 23.6400 GLIMMIX 190 24.2180 GLIMMIX 195 25.7190
GLIMMIX 200 26.5310 GLIMMIX 205 27.6880 GLIMMIX 210 28.5310
GLIMMIX 215 34.7030 GLIMMIX 220 31.1250 GLIMMIX 225 32.3270
HPMIXED 5 1.6400 HPMIXED 10 2.8120 HPMIXED 15 4.5940
HPMIXED 20 6.7650 HPMIXED 25 9.5780 HPMIXED 30 17.3440
HPMIXED 35 37.8740 HPMIXED 40 55.5460 HPMIXED 45 73.7810
MIXED 5 1.6720 MIXED 10 1.9530 MIXED 15 2.3900
MIXED 20 2.8430 MIXED 25 3.2810 MIXED 30 3.7500
MIXED 35 4.2500 MIXED 40 4.9220 MIXED 45 5.4690
MIXED 50 6.1250 MIXED 55 6.8600 MIXED 60 7.5310
MIXED 65 8.3600 MIXED 70 9.3750 MIXED 75 10.3600
MIXED 80 11.4060 MIXED 85 12.8900 MIXED 90 13.3440
MIXED 95 14.5620 MIXED 100 15.7650 MIXED 105 17.0620
MIXED 110 18.3590 MIXED 115 19.8440 MIXED 120 22.2490
MIXED 125 22.7030 MIXED 130 24.1560 MIXED 135 26.6410
MIXED 140 27.7180 MIXED 145 29.7350 MIXED 150 30.9370
MIXED 155 32.9370
;
proc sgplot data=Times;
yaxis max=30 display=(novalues noticks);
loess y=Time x=NX / group=PROC nomarkers
interpolation=cubic smooth=0.5;
run;