3. Consider the following dataset representing whether one plays tennis or not based on various weather related obser vations, Outlo ok Temp. Humidity Wind Play High High High High Normal Sunny Hot False Yes Sunny Hot True No Overcast Hot Mild False Yes Rainy Rainy Rainy Overcast Cool False Yes Cool False Yes Cool Normal True No Normal True Yes Mild Sunny Sunny Rainy Sunny High Normal False No Cool False Yes Mild Normal False Yes Mild Normal True Yes High Normal Overcast Mild True Yes Overcast Hot False Yes

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
Section: Chapter Questions
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3. Consider the following dataset representing whether one plays tennis or
not based on various weather related obser vations,
Outlo ok
Sunny
Sunny
Temp. Humidity Wind Play
High
High
High
High
Hot
False
Yes
Hot
True
No
Overcast
Hot
False
Yes
Rainy
Rainy
Rainy
Overcast Cool
Mild
False
Yes
Cool
Normal
False
Yes
Cool
Normal
True
No
Normal
True
Yes
False
Sunny
Sunny
Rainy
Sunny
Mild
High
Normal
No
Cool
False
Yes
Mild
Normal
False
Yes
Mild
Normal
True
Yes
Overcast
Mild
High
True
Yes
Overcast
Hot
Normal
False
Yes
Rainy
Mild
High
True
No
Using only entropy as the node splitting criteria, how large a tree (total
number of nodes) would be required. Count all nodes where a split is
made. Leaf nodes should not be counted. (a) 6, (b) 5, (c) 7, (d) 8, (e)
None of these choices.
Transcribed Image Text:3. Consider the following dataset representing whether one plays tennis or not based on various weather related obser vations, Outlo ok Sunny Sunny Temp. Humidity Wind Play High High High High Hot False Yes Hot True No Overcast Hot False Yes Rainy Rainy Rainy Overcast Cool Mild False Yes Cool Normal False Yes Cool Normal True No Normal True Yes False Sunny Sunny Rainy Sunny Mild High Normal No Cool False Yes Mild Normal False Yes Mild Normal True Yes Overcast Mild High True Yes Overcast Hot Normal False Yes Rainy Mild High True No Using only entropy as the node splitting criteria, how large a tree (total number of nodes) would be required. Count all nodes where a split is made. Leaf nodes should not be counted. (a) 6, (b) 5, (c) 7, (d) 8, (e) None of these choices.
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