Presentation: A New DOE Paradigm - JMP
Presentation: A New DOE Paradigm - JMP
Presentation: A New DOE Paradigm - JMP
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Three Criteria:<br />
The D-criterion: M =<br />
X' X<br />
N<br />
Maximize the determinant of M<br />
D<br />
eff<br />
<br />
| X´<br />
X | <br />
<br />
Max[|<br />
´ |]<br />
<br />
X X <br />
1/ p<br />
The G-criterion: Minimize the maximum SPV<br />
over R<br />
NVar[ yˆ(<br />
m<br />
m<br />
SPV<br />
x )] ( ) <br />
<br />
Nx'<br />
X' X 1<br />
x<br />
2<br />
<br />
G<br />
eff<br />
<br />
p<br />
max ( SPV )<br />
xR<br />
The I-criterion: Minimize the average prediction variance over R<br />
I <br />
1 NVar[ yˆ<br />
( x)]<br />
d<br />
2<br />
A<br />
<br />
x<br />
<br />
R<br />
I eff<br />
Min(<br />
APV ( D))<br />
<br />
APV ( D)<br />
5
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