2En|y for Two-Stage Dorfman-Sterrett
/****************************************************************/
/* S A S S A M P L E L I B R A R Y */
/* */
/* NAME: IEDS2EN */
/* TITLE: 2En|y for Two-Stage Dorfman-Sterrett */
/* PRODUCT: QC */
/* SYSTEM: ALL */
/* KEYS: Inspection Sampling, */
/* PROCS: TABULATE */
/* DATA: */
/* */
/* MISC: */
/* */
/* NOTES: This program tabulates the conditional expected */
/* number of tests 2En|y for the two-stage Dorfman- */
/* Sterrett procedure under an imperfect inspection */
/* model. */
/* */
/* Notation: */
/* */
/* n = number of items in group */
/* y = number of truly NC items in group */
/* */
/* p0 = Pr[ for group test, declare NC | at least */
/* one NC item ] */
/* */
/* p0prime = Pr[ for group test, declare NC | no NC */
/* items ] */
/* */
/* p = Pr[ nonconforming item is classified */
/* as nonconforming ] */
/* pprime = Pr[ conforming item is classified as */
/* nonconforming ] */
/* */
/* */
/* REF: Johnson, N. L., Kotz, S., and Rodriguez, R. N. */
/* (1990), Statistical Effects of Imperfect Inspection */
/* Sampling: IV. Modified Dorfman Screening Pro- */
/* cedures, Journal of Quality Technology 22, 128-137. */
/* See Table 11.1. */
/* */
/* Johnson, N. L., Kotz, S., and Wu, X. (1991). */
/* Inspection Errors for Attributes in Quality */
/* Control. London: Chapman & Hall. See Chapter 7. */
/* */
/****************************************************************/
data table;
keep k _y_ nsample p0 p0prime p pprime result;
label nsample= 'n (sample)'
p0 = 'p0'
p0prime = 'p0'''
p = 'p'
pprime = 'p'''
result = '2ENn|y'
k = 'k (stage)'
_y_ = 'y' ;
/*---set main parameters---*/
k = 2;
nsample = 10;
p0 = 0.75;
p0prime = 0.05;
/*---loop over y values---*/
do _y_ = 0 to nsample by 1;
/*---loop over p values---*/
do p = 0.75, 0.95;
/*---loop over pprime values---*/
do pprime = 0.05, 0.25;
/* special handling for _y_=0 */
if _y_ = 0 then do;
sum = 0.0;
upper_m_ = nsample - 2;
do _m_=1 to upper_m_;
/*---find condexp1 = 1en-m|0---*/
n = nsample - _m_;
y = 0;
link enyfun;
sum = sum
+ pprime * ( n - condexp1 ) *
( 1 - pprime)**( _m_ - 1 );
end;
condexp2 = 1 + nsample * p0prime - p0prime * sum;
end;
/*---general _y_---*/
else do;
outsum = 0.0;
upper_m_ = nsample - 2;
do _m_=1 to upper_m_;
insum = 0.0;
lower_t_ = max( 0, _y_ + _m_ - nsample );
upper_t_ = min( _m_, _y_ );
do _t_ = lower_t_ to upper_t_ by 1;
/*---find pmtny2 = p(m,t|n,y)---*/
m = _m_;
t = _t_;
n = nsample;
y = _y_;
link pcfun;
link pncfun;
pmtny2 = pc + pnc;
/*---find condexp1 = 1en-m|0---*/
n = nsample - _m_;
y = _y_ - _t_;
link enyfun;
/*---increment inner sum---*/
insum = insum
+ pmtny2 * ( n - condexp1 );
end;
/*---increment outer sum---*/
outsum = outsum + insum;
end;
condexp2 = 1 + nsample * p0 - p0 * outsum;
end; /* finish general _y_ */
result = condexp2;
output;
end; /* finish loop over pprime values */
end; /* finish loop over p values */
end; /* finish loop over y values */
return; /* finish main program */
/*------------------------------------------------------------*/
/* */
/* Calculate condexp1 = 1En|y */
/* */
/* Inputs are: y, n, pprime, p, p0prime, p0 */
/* */
/*------------------------------------------------------------*/
enyfun:
/*---initialize---*/
condexp1 = 0;
/*---special handling if y=0---*/
if y = 0 then do;
if pprime = 0.0 then condexp1 = 1 + p0prime * n;
else do;
condexp1 = 1
+ pprime
+ ( n * pprime * p0prime )
- p0prime;
condexp1 = condexp1
- ( ( ( 1 - pprime )**( n - 2 ) )*
( 1 + ( 2 * pprime * p0prime ) -
( pprime + p0prime ) ) );
condexp1 = condexp1 * p0prime / pprime;
condexp1 = condexp1 + 1;
end;
end;
/*---general case: y>0---*/
else do;
/*---set upper limit for m---*/
upperm = n - 2;
/* find outer sum */
outersum = 0.0;
do m = 1 to upperm by 1;
/*---find inner sum---*/
innersum = 0.0;
lowert = max( 0, y + m - n );
uppert = min( m, y);
do t = lowert to uppert by 1;
/*---find pnc = pnc(m,t|n,y)---*/
link pncfun;
/*---find pc = pc(m,t|n,y)---*/
link pcfun;
/*---find pmtny = p(m,t|n,y)---*/
pmtny = pnc + pc;
/*---increment inner sum---*/
innersum = innersum
+ pmtny * ( ( n - m ) * ( 1 - p0) - 1 );
end; /* finish loop for inner sum */
/*---find pnc = pnc(m,y|n,y)---*/
t = y;
link pncfun;
/*---find pc = pc(m,y|n,y)---*/
t = y;
link pcfun;
/*---find pmyny = p(m,y|n,y)---*/
pmyny = pnc + pc;
/*---increment outer sum---*/
outersum = outersum
+ innersum
+ pmyny * ( ( n - m ) * ( 1 - p0prime ) - 1 );
end; /* finish loop for outer sum */
condexp1 = 1 + p0 * ( n - outersum );
end;
return; /* finish computing condexp1 */
/*------------------------------------------------------------*/
/* */
/* Calculate pnc = PNC( m, t | n, y ) */
/* */
/*------------------------------------------------------------*/
pncfun:
if t<=0 then pnc = 0.0;
else if t>m then pnc = 0.0;
else do;
if p = 1.0 then do;
if t = 1 then do;
lognum = lgamma( 1 + n - m )
+ ( m - 1 ) * log( 1 - pprime )
+ lgamma( y + 1 )
+ lgamma( 1 + n - y );
logden = lgamma( y )
+ lgamma( 1 + ( n - m ) - ( y - 1 ) )
+ lgamma( 1 + n );
pnc = exp( lognum - logden );
end;
else pnc = 0.0;
end;
else do;
lognum = lgamma( m )
+ lgamma( 1 + n - m )
+ ( t - 1 ) * log( 1 - p )
+ log( p )
+ ( m - t ) * log( 1 - pprime )
+ lgamma( y + 1 )
+ lgamma( 1 + n - y );
logden = lgamma( t )
+ lgamma( 1 + m - t )
+ lgamma( 1 + y - t )
+ lgamma( 1 + ( n - m ) - ( y - t ) )
+ lgamma( 1 + n );
pnc = exp( lognum - logden );
end;
end;
return; /* finish calculating pnc */
/*------------------------------------------------------------*/
/* */
/* Calculate pc = PC( m, t | n, y ) */
/* */
/*------------------------------------------------------------*/
pcfun:
if t >= m then pc = 0.0;
else if t < 0 then pc = 0.0;
else do;
if pprime = 0 then pc = 0.0;
else if p = 1 then do;
if t = 0 then do;
lognum = lgamma( 1 + n - m )
+ ( m - 1 ) * log( 1 - pprime )
+ log( pprime )
+ lgamma( y + 1 )
+ lgamma( 1 + n - y );
logden = lgamma( 1 + y )
+ lgamma( 1 + ( n - m ) - y )
+ lgamma( 1 + n );
pc = exp( lognum - logden );
end;
else pc = 0.0;
end;
else do;
lognum = lgamma( m )
+ lgamma( 1 + n - m )
+ t * log( 1 - p )
+ (m - t - 1 ) * log( 1 - pprime )
+ log( pprime )
+ lgamma( y + 1 )
+ lgamma( 1 + n - y );
logden = lgamma( 1 + t )
+ lgamma( m - t )
+ lgamma( 1 + y - t )
+ lgamma( 1 + ( n - m ) - ( y - t ) )
+ lgamma( 1 + n );
pc = exp( lognum - logden );
end;
end;
return; /* finish calculating pc */
run;
proc sort data=table;
by k nsample p0 p0prime p _y_ pprime;
proc tabulate data=table noseps;
by k nsample p0 p0prime p;
class _y_ pprime;
var result;
table _y_, pprime*result=' '*sum=' '*f=8.3 / rts=5;
run;