[Content_Types].xml
_rels/.rels
matlab/document.xml
matlab/output.xml
metadata/coreProperties.xml
metadata/mwcoreProperties.xml
metadata/mwcorePropertiesExtension.xml
metadata/mwcorePropertiesReleaseInfo.xml
Decision exercise Two equally likely classes: P \left( \mbox{class 1} \right) = P \left( \mbox{class 2} \right) = \frac{1}{2} Gaussian measurement distributions f_{X} \left( x \left| \mbox{class 1} \right.\right)=\frac{1}{\sqrt{2 \pi \sigma_1\!^2}} e^{- \frac{ \left( x – \mu_1 \right)^2}{2 \sigma_1\!^2} and f_{X} \left( x \left| \mbox{class 2} \right.\right)=\frac{1}{\sqrt{2 \pi \sigma_2\!^2}} e^{- \frac{ \left( x – \mu_2 \right)^2}{2 \sigma_2\!^2} Parameters: \mu_1=0 and \sigma_1=1 \mu_2=2 and \sigma_2=1 mu1=0;
mu2=2;
sigma1 = 1.0;
sigma2 = 1.0; Plots of densities x = -5:1e-3:5;
f1 = @(x) 1/sqrt(2*pi*sigma1^2)*exp(-(x-mu1).^2/(2*sigma1^2));
f2 = @(x) 1/sqrt(2*pi*sigma2^2)*exp(-(x-mu2).^2/(2*sigma2^2));
plot(x,f1(x),x,f2(x));
% Hold plot for graphing below ; @(x)used to define function
hold on; Decision boundary decision = 1.0; Probability of Type I errors for class 1: P \left( \mbox{ Decide class 1 } | \mbox{class 2} \right) = \frac{ \int_{-\infty}^{\mbox{decision level}} f_{X} \left( x \left| \mbox{class 2} \right. \right) P \left( \mbox{class 2} \right) \mathrm{d} x }{ P \left( \mbox{class 2} \right) }
prob_type1 = integral( f2 , -25 , decision )
% Fill in area for type 1 error
x1 = -5:1e-3:decision;
area(x1,f2(x1),’FaceColor’,’red’);
Probability of Type 2 errors for class 1: P \left( \mbox{ Decide class 2 } | \mbox{class 1} \right) = \frac{ \int_{\mbox{decision level}}^{\infty} f_{X} \left( x \left| \mbox{class 1} \right. \right) P \left( \mbox{class 1} \right) \mathrm{d} x }{ P \left( \mbox{class 1} \right) } prob_type2 = integral( f1 , decision , 25)
% Fill in area for type 2 error
x2 = decision:1e-3:5;
area(x2,f1(x2),’FaceColor’,’blue’);
hold off
manual code ready 0.3422159058491574 figure 27bb7e2b-0081-487f-9a15-f92625416bc7 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×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 560 420 7 8 12 15 16 7 8 10 16 21 22 variable prob_type1 0.1587 1 1 13 variable prob_type2 0.1587 1 1 18 true false 0 5 5 false false 1 6 6 false false 2 7 7 false false 3 8 8 false false 4 10 10 false false 5 11 11 false false 6 12 12 false false 7 13 13 0 false false 8 15 15 0 false false 9 17 17 false false 10 21 21 1 false false 11 23 23 false false 12 24 24 0 false false 13 28 28 2 false false 14 30 30 false false 15 31 31 0 false true 16 32 32 0
2021-01-18T20:56:04Z 2021-01-21T10:19:45Z
application/vnd.mathworks.matlab.code MATLAB Code R2020b
9.9.0.1444674 08a373fe-fb09-4571-ab60-4fe0a34dfbb4
9.9.0.1538559
R2020b
Update 3
Nov 23 2020
869446053