我想绘制Det曲线和roc曲线为什么polyxpoly不起作用? 我根据以下步骤绘制了DET曲线:首先,我更改了阈值并计算了错误拒绝和错误接受的数量。其次,我使用plot MATLAB函数绘制FAR和FRR。
function [TPR,FPR] = DETCurve(G,I)
#load('G.dat');
#load('I.dat');
#load data from the column 4 fscore
i0=find(Fscore(:,end)==0);
i1=find(Fscore(:,end)==1);
D0=Fscore(i0,end-1);
D1=Fscore(i1,end-1);
% Creates a matrix
TPR = zeros(1, 1000);
FPR = zeros(1, 1000);
#number of positive responses and negative responses in ground truth
P = length(i1);
N = length(i0);
index = 0;
% Assume the threshold as 0.01
for threshold = 0:0.001:1
TP = 0;
FP = 0;
%Provides the D1 count
for i = 1:length(i1)
if (D1(i) >= threshold) TP = TP + 1;
end
end
% Provides the D0count
for i1 = length(i0)
if(D0(i1) >= threshold)
FP = FP + 1;
end
end
index = index + 1;
% Calculating true positive rate
TPR(index) = TP/P;
% Calculating false positive rate
FPR(index) = FP/N;
end
% Calculating false negative rate(FNR) using TPR+FNR=1
FNR = (1-TPR);
x = 0:0.1:1;
y = x;
#[x(i),y(i)] = polyxpoly(x,y,FPR,FNR);
fprintf('EER(X): %d n', x(i));
fprintf('EER(Y): %d n', y(i));
plot(FPR,FNR,'LineWidth',2, 'color','g');
hold on;
plot(x,y,x,1-y, 'color','r');
plot (x(i),y(i),'X','MarkerSize',10, 'LineWidth', 2,'Color','b');
hold off;
title('DET CURVE');
xlabel('False Positive Rate (FPR) ');
ylabel('False Neagtive Rate (FNR) ');
end