01 5 4.5 4 3.5 3 2.5 2- 1.5 1 0.5 아 -0.5 L2 L1 huber -2 -1 0 1 2 3 In linear regression you have used the so called MSE (L2) loss which is plotted in the figure as the L2 curve. Assume that you have outliers in the data, explain why the so called L1 loss L = ||y-ŷ||

Database System Concepts
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Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
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5
4.5
4
3.5
32
2.5
2
1.5
1
0.5
0
-0.5
--
-3
L2
L1
huber
-2
0
2
In linear regression you have used the so called MSE (L2) loss which is plotted in
the figure as the L2 curve. Assume that you have outliers in the data, explain
why the so called L1 loss
L = ||y-ŷ||
Transcribed Image Text:5 4.5 4 3.5 32 2.5 2 1.5 1 0.5 0 -0.5 -- -3 L2 L1 huber -2 0 2 In linear regression you have used the so called MSE (L2) loss which is plotted in the figure as the L2 curve. Assume that you have outliers in the data, explain why the so called L1 loss L = ||y-ŷ||
can better handle such outliers.
Transcribed Image Text:can better handle such outliers.
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