Jaccard
The Jaccard Coefficient Index is a measure of how similar two sets are. This library makes calculating the coefficient very easy, and provides useful helpers.
Examples
Calculate how similar two sets are:
require 'jaccard'
a = ["likes:jeans", "likes:blue"]
b = ["likes:jeans", "likes:women", "likes:red"]
c = ["likes:women", "likes:red"]
# Determines how similar a pair of sets are
Jaccard.coefficient(a, b)
#=> 0.25
Jaccard.coefficient(a, c)
#=> 0.0
Jaccard.coefficient(b, c)
#=> 0.6666666666666666
# According to the input data, b and c have the most similar likes.
We can also extract the distance quite easily:
Jaccard.distance(a, b)
#=> 0.75
The Jaccard distance is the inverse relation of the coefficient: 1 - coefficient
.
Find out which set is closest to a given set of attributes (return a value where the distance is the minimum):
Jaccard.closest_to(a, [b, c])
#=> ["likes:jeans", "likes:women", "likes:red"]
Jaccard.closest_to(b, [a, c])
#=> ["likes:women", "likes:red"]
Finally, we can find the best pair in a set:
require "pp"
pp Jaccard.best_match([a, b, c])
# [["likes:jeans", "likes:women", "likes:red"],
# ["likes:women", "likes:red"]]
#=> nil
Notes on scalability
This library wasn't designed to handle millions of entries. You'll have to benchmark and see if this library meets your needs.
Note on Patches/Pull Requests
- Fork the project.
- Make your feature addition or bug fix.
- Add tests for it. This is important so I don't break it in a future version unintentionally.
- Commit, do not mess with rakefile, version, or history. (if you want to have your own version, that is fine but bump version in a commit by itself I can ignore when I pull)
- Send me a pull request. Bonus points for topic branches.
Copyright
Copyright (c) 2010 François Beausoleil. See LICENSE for details.