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Morten Hjorth-Jensen
2025-09-22 06:33:12 +02:00
parent ef3465a8cd
commit a7b6575e84
6 changed files with 130 additions and 132 deletions
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@@ -199,7 +199,7 @@ We can rewrite this as
\]
!et
_Note that in order to derive these equations we have assumed we can replace the unknown function ${\bm f}$ with the target/output data $\bm{y}$._
The three terms represent the square of the bias of the learning
method, which can be thought of as the error caused by the simplifying
@@ -228,6 +228,7 @@ which, using the abovementioned expectation values can be rewritten as
!et
that is the rewriting in terms of the so-called bias, the variance of the model $\bm{\tilde{y}}$ and the variance of $\bm{\epsilon}$.
_Note that in order to derive these equations we have assumed we can replace the unknown function $\bm{f}$ with the target/output data $\bm{y}$._
!split
===== A way to Read the Bias-Variance Tradeoff =====