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lines changed Original file line number Diff line number Diff line change @@ -486,15 +486,25 @@ Regression cr
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iteria
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-------------------
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If the target is a continuous value, then for node :math: `m`,
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- representing a region :math: `R_m` with :math: `N_m` observations, a common
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- criterion to minimise is the Mean Squared Error
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+ representing a region :math: `R_m` with :math: `N_m` observations, common
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+ criteria to minimise are
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+
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+ Mean Squared Error:
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.. math ::
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c_m = \frac {1 }{N_m} \sum _{i \in N_m} y_i
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H(X_m) = \frac {1 }{N_m} \sum _{i \in N_m} (y_i - c_m)^2
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+ Mean Absolute Error:
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+ .. math ::
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+ \bar {y_m} = \frac {1 }{N_m} \sum _{i \in N_m} y_i
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+ H(X_m) = \frac {1 }{N_m} \sum _{i \in N_m} |y_i - \bar {y_m}|
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where :math: `X_m` is the training data in node :math: `m`
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.. topic :: References:
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