Temperature Wind Strong Strong None None Cold Cold 0.75 Warm Hot In the above data-set the Information gain for the attribute Sunshine: Note: Information gain formula for a variable A in a set S is: IG(S,A) = E(S) -vvalues(A) |SV|/|S| *E(SV) 1 0 0.5 Sunshine Cloudy Cloudy Sunny Sunny 0 Go out No No Yes 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
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Temperature Wind
Strong
Strong
None
None
0.75
Cold
Cold
Warm
Hot
In the above data-set the Information gain for the attribute Sunshine:
Note: Information gain formula for a variable A in a set S is:
IG(S,A) = E(S)-values(A)
values(A) SV/ISI *E(Sv)
1
0.5
Sunshine
Cloudy
Cloudy
Sunny
Sunny
0
Go out
No
No
Yes
Yes
Transcribed Image Text:Temperature Wind Strong Strong None None 0.75 Cold Cold Warm Hot In the above data-set the Information gain for the attribute Sunshine: Note: Information gain formula for a variable A in a set S is: IG(S,A) = E(S)-values(A) values(A) SV/ISI *E(Sv) 1 0.5 Sunshine Cloudy Cloudy Sunny Sunny 0 Go out No No Yes Yes
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