Assume we have generated the following random trees, and we want to train the random forest algorithm to classify the unseen data. A) What is the class of the unseen data point (0, 1, 0, 1, 0) and (0,0,1,1,0)? (show your work.) If you need to break ties, mention how you did that in your work. B) Is the random forest a suitable algorithm for the given data? If not, what do you suggest? 0= AMA 0 x1 x2 x3 X4 x5 Class 0 0 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 0 0 1 0 TOTOHOTO 1 0 1 0 1 0 1 1000 X5 = 1 1 0 0 0 = ²x -1 1 1 1 -1 -1 1 -1 X2
Assume we have generated the following random trees, and we want to train the random forest algorithm to classify the unseen data. A) What is the class of the unseen data point (0, 1, 0, 1, 0) and (0,0,1,1,0)? (show your work.) If you need to break ties, mention how you did that in your work. B) Is the random forest a suitable algorithm for the given data? If not, what do you suggest? 0= AMA 0 x1 x2 x3 X4 x5 Class 0 0 0 1 1 0 1 1 1 1 1 1 0 1 1 1 1 1 0 1 0 0 0 1 0 TOTOHOTO 1 0 1 0 1 0 1 1000 X5 = 1 1 0 0 0 = ²x -1 1 1 1 -1 -1 1 -1 X2
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Transcribed Image Text:Assume we have generated the following random trees, and we want to train the random forest algorithm to
classify the unseen data. A) What is the class of the unseen data point (0, 1, 0, 1, 0) and (0, 0, 1, 1,0)? (show
your work.) If you need to break ties, mention how you did that in your work. B) Is the random forest a
suitable algorithm for the given data? If not, what do you suggest?
0 = ¹x
x1 = 1
X1
0
1
1
1
1
1
1
0
X4 = 0
X 5 =
X2 x3
0 0
0 1
1
0
1
1
1
0
1
1
0
0
1
1
X5 = 1
X4
1
0
0
1
0 0
1 1
1
0
0
0
0 0
X5
1
Class
-1
1
1
1
-1
-1
1
-1
X4
0= 7x
x₂ = 1
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