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If anyone is interested in what a real "machine learning" approach the problem of learning a ranking function from data looks like see this paper:

Burges et. al. Learning to Rank using Gradient Descent http://research.microsoft.com/apps/pubs/?id=69183

Although this is most definitely an active research area and the papers citing this one should be pretty interesting.



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