12.01.2013 Views

Q2 Z2,(Q2) Z2(Q2) - Institute for Water Resources - U.S. Army

Q2 Z2,(Q2) Z2(Q2) - Institute for Water Resources - U.S. Army

Q2 Z2,(Q2) Z2(Q2) - Institute for Water Resources - U.S. Army

SHOW MORE
SHOW LESS

Create successful ePaper yourself

Turn your PDF publications into a flip-book with our unique Google optimized e-Paper software.

(W=-1) (W= 0) (W= 1) (W= 2)<br />

ciS• P r (X) P A rA<br />

(X) P (X) P (X)<br />

rA rA<br />

.5 .5 .73 .50 .27 .119<br />

.1 .9 .23 , .10 .04 .013<br />

.2 .8 . .40 .20 ' .08 . .033<br />

.3 .7 .54 .30 .14 .054<br />

.4 .6 .65 .40 .20 .083 -<br />

.6 .4 .80 .60 .36 .170<br />

.7 .3 . .86 .70 .45 .240<br />

.8 .2 .92 .80 .60 .350<br />

.9 • .1 .96 .90 .77 .550<br />

At first glance it appears that the a priori<br />

probabilities are very important <strong>for</strong> the model to function.<br />

For instance, a vector of independent variables yielding a<br />

W of 1 will yield aP r (X) of .04 if the a priori probability<br />

A<br />

<strong>for</strong> air is .1; whereas the same observation will yield a<br />

P r (X) of .77 if q •= .9. However, these are not the<br />

A<br />

A'<br />

necessary probabilities <strong>for</strong> proper classification.<br />

It can be recognized that the correct value of<br />

the a priori probabilities are only needed <strong>for</strong> "true"<br />

predicted probabilities of air movement -- but is not<br />

necessary <strong>for</strong> classification purposes. This can be<br />

seen by looking across the above table. For any given<br />

a priori probability the value of the discriminant (the P r (X) )<br />

A<br />

•<br />

will always give higher numerical probabilities as W •<br />

71.

Hooray! Your file is uploaded and ready to be published.

Saved successfully!

Ooh no, something went wrong!