linr, logr

1 files changed, 21 insertions, 0 deletions

diff --git a/R_LogR/mlclass-ex2/mapFeature.m b/R_LogR/mlclass-ex2/mapFeature.m
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index 0000000..d02a72a
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+++ b/R_LogR/mlclass-ex2/mapFeature.m
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+function out = mapFeature(X1, X2)
+% MAPFEATURE Feature mapping function to polynomial features
+%
+%   MAPFEATURE(X1, X2) maps the two input features
+%   to quadratic features used in the regularization exercise.
+%
+%   Returns a new feature array with more features, comprising of 
+%   X1, X2, X1.^2, X2.^2, X1*X2, X1*X2.^2, etc..
+%
+%   Inputs X1, X2 must be the same size
+%
+
+degree = 6;
+out = ones(size(X1(:,1)));
+for i = 1:degree
+    for j = 0:i
+        out(:, end+1) = (X1.^(i-j)).*(X2.^j);
+    end
+end
+
+end
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