Answered step by step
Verified Expert Solution
Question
1 Approved Answer
Suppose you are training a decision tree classifier. As the size of tree grows (the x-axis in the plot shows the number of tree
Suppose you are training a decision tree classifier. As the size of tree grows (the x-axis in the plot shows the number of tree nodes), the classification accuracy curves of training and test data set are as plotted. classification accuracy 0.9 0.85 0.8 0.75 0.7 0.65 0.6 0.55 0.5 training data set test data set LO 20 30 40 50 60 70 80 90 100 (1) Judge the correctness of each statement below and give the reason. (a) Every point on the training accuracy curve provides an unbiased estimate of true error. (b) Every point on the test accuracy curve provides an unbiased estimate of true error. (c) Training accuracy minus test accuracy provides an unbiased estimate of the degree of overfitting. (2) Given the training and test accuracy in the plot, which tree size is optimal for the classifier? Explain your answer. Acti
Step by Step Solution
There are 3 Steps involved in it
Step: 1
Get Instant Access to Expert-Tailored Solutions
See step-by-step solutions with expert insights and AI powered tools for academic success
Step: 2
Step: 3
Ace Your Homework with AI
Get the answers you need in no time with our AI-driven, step-by-step assistance
Get Started