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D = { ([0,1],1.2), ([2,1],2.1), ([3,2],0.1), ([1,2],1.5), ([1,3],0.2), ([2,3],0.5) } what is the empirical RSS of a 3-leaf decision tree based on the following split
D = { ([0,1],1.2), ([2,1],2.1), ([3,2],0.1), ([1,2],1.5), ([1,3],0.2), ([2,3],0.5) }
what is the empirical RSS of a 3-leaf decision tree based on the following split of the attribute space?
1={2 s.t. 11}
2={2 s.t. 1>1 and 22}
3={2 s.t. 1>1 and 2>2}
provide answer in 0.1
Hint: the RSS for a regression model : X is
=
and, for each (x,y)D\, (f(x)\) is the output of the tree on input , i.e. the average over the labels of the objects in the region of
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