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Data Mining, 4th Edition
book

Data Mining, 4th Edition

by Ian H. Witten, Eibe Frank, Mark A. Hall, Christopher J. Pal
October 2016
Intermediate to advanced
654 pages
22h 41m
English
Morgan Kaufmann
Content preview from Data Mining, 4th Edition
image

Thus the multistage decision property can be written in general as

Entropy(p,q,r)=entropy(p,q+r)+(q+r)entropy(qq+r,rq+r)

image

where p+q+r=1image.

Because of the way the log function works, you can calculate the information measure without having to work out the individual fractions:

Info([2,3,4])=2/9×log2/93/9×log3/94/9×log4/9=[2log23log34log4+9log9]/9.

This is the way that the information measure is usually calculated in practice. So the information ...

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Publisher Resources

ISBN: 9780128043578