Question 1 Decision Trees Using the following dataset: y z Class F A T A F F T B T F A F F в T F B F A What is the entropy of the entire dataset? Hint: Which proportion of the data is class A? class B? Hint 2: Then entropy: I = –Pa log2 PA – PB log2 PB log z Hint 3: If your calculator can't directly do log base-2, remember log, x = log 2

Database System Concepts
7th Edition
ISBN:9780078022159
Author:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Publisher:Abraham Silberschatz Professor, Henry F. Korth, S. Sudarshan
Chapter1: Introduction
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Question 1
Decision Trees
Using the following dataset:
y
Class
F
A
A
F
B
F
в
F
A
F
B
F
B
F
F
A
What is the entropy of the entire dataset?
Hint: Which proportion of the data is class A? class B?
Hint 2: Then entropy: I = -Pa log2 PA – PB log, PB
log z
Hint 3: If your calculator can't directly do log base-2, remember log, x =
log 2
Transcribed Image Text:Question 1 Decision Trees Using the following dataset: y Class F A A F B F в F A F B F B F F A What is the entropy of the entire dataset? Hint: Which proportion of the data is class A? class B? Hint 2: Then entropy: I = -Pa log2 PA – PB log, PB log z Hint 3: If your calculator can't directly do log base-2, remember log, x = log 2
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