Following is a data set that contains two attributes, X and Y, and two class labels, + and . Each

Question:

Following is a data set that contains two attributes, X and Y, and two class labels, "+" and "ˆ’". Each attribute can take three different values: 0, 1, or 2.
Following is a data set that contains two attributes, X

The concept for the "+" class is Y = 1 and the concept for the "ˆ’" class is X = 0ˆ¨ X = 2.
(a) Build a decision tree on the data set. Does the tree capture the "+"and "ˆ’" concepts?
(b) What are the accuracy, precision, recall, and F1-measure of the decision tree? (Note that precision, recall, and F1-measure are defined with respect to the "+" class.)
(c) Build a new decision tree with the following cost function:

Following is a data set that contains two attributes, X

(d) What are the accuracy, precision, recall, and F1-measure of the new decision tree?

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Related Book For  answer-question

Introduction to Data Mining

ISBN: 978-0321321367

1st edition

Authors: Pang Ning Tan, Michael Steinbach, Vipin Kumar

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Question Posted: April 29, 2016 15:27:36