FAQ/power/unpairedUneq - CBU statistics Wiki

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[ADJUST THE EXAMPLE INPUT AS DESIRED; THEN COPY AND PASTE INTO A SPSS SYNTAX WINDOW AND RUN; OUTPUT BOTH TO SPREADSHEET AND OUTPUT WINDOW].

Alpha is the (two-tailed) type I error, mdiff is the difference in group means, sd is the average group standard deviation with power inputted in the power column. Ratio is the ratio of the sample size of the second group to the first. Computation may also be done using a spreadsheet or in R. You can specify input in terms of Cohen's d.

set print=off.
set errors=none.

DATA LIST free
/alpha (f10.5) mdiff (f10.5)  sd (f10.5)  power (f10.5) ratio (f10.5). 
BEGIN DATA. 
0.05 6.0 10.0 0.90 1
0.05 3.0 4.0 0.90 1.5
0.05 6.0 10.0 0.90 2
END DATA. 

define unpairt (!pos !tokens(1)
                   / !pos !tokens(1)
                   / !pos !tokens(1)
                   / !pos !tokens(1)
                   / !pos !tokens(1)).
COMPUTE #POW = !4.
compute #conf = (1-!1/2).
compute #lc3 = 1.
compute #ind=0.
compute n1 = 20.
comment COMPUTE #LC1 = 2.000.
COMPUTE #CUMF2 = 1-ncdf.t(idf.t(#conf,n1+(!5*n1)-2),n1+(!5*n1)-2,(!2)/sqrt(!3*!3/n1+!3*!3/(n1*!5))).
COMPUTE #DIFF = 10 .
SET MXLOOPS=10000.
LOOP IF (#DIFF GT .00005) .
+       DO IF (#CUMF2 LT #pow) .
+               COMPUTE #LC3 = N1 .
+               COMPUTE N1 = (N1 + 0.5).
+               COMPUTE #CUMF2 =  1-ncdf.t(idf.t(#conf,n1+(!5*n1)-2),n1+(!5*n1)-2,(!2)/sqrt(!3*!3/n1+!3*!3/(n1*!5))).

+       ELSE .
+               COMPUTE #LC1 = n1 .
+               COMPUTE n1 = (n1 - 0.5) .
+               COMPUTE #CUMF2 = 1-ncdf.t(idf.t(#conf,n1+(!5*n1)-2),n1+(!5*n1)-2,(!2)/sqrt(!3*!3/n1+!3*!3/(n1*!5))).
+       END IF .
+       COMPUTE #DIFF = ABS(#CUMF2 - #pow) .
END LOOP .
compute #pow2 = 1-ncdf.t(idf.t(#conf,n1+(!5*n1)-2),n1+(!5*n1)-2,(!2)/sqrt(!3*!3/n1+!3*!3/(n1*!5))).
compute #differ=abs(#pow-#pow2).
if (n1-trunc(n1) gt 0.5) #ind=1.
if (#ind eq 0) n1=trunc(n1)+1.
if (#ind eq 1) n1=rnd(n1).
EXECUTE .
compute alpha=!1.
compute mdiff=!2.
compute sd=!3.
compute power=!4.
compute n2=!5*n1.
formats n1 (f7.0) n2 (f7.0) ratio (f7.2) alpha (f5.2) mdiff (f5.2) sd (f5.2) power (f5.2).
variable labels n1 'Sample 1 Required' /n2 'Sample 2 Required' /ratio 'Ratio n2 to n1' /alpha 'Alpha' /mdiff 'Mean Difference' /sd 'SD' /power 'Power'.
report format=list automatic align(center)
  /variables=n1 n2 ratio alpha mdiff sd power 
  /title "Unpaired t-test for given power assuming unequal groups" .
!enddefine.

matrix.
get m /variables=alpha mdiff sd power ratio /missing=omit.
compute alpha=make(1,1,0).
compute mdiff=make(1,1,0).
compute sd=make(1,1,0).
compute power=make(1,1,0).
compute ratio=make(1,1,0).
compute alpha=m(:,1).
compute mdiff=m(:,2).
compute sd=m(:,3).
compute power=m(:,4).  
compute ratio=m(:,5).
end matrix.
unpairt alpha mdiff sd power ratio.

None: FAQ/power/unpairedUneq (last edited 2013-03-08 10:17:24 by localhost)