in reply to Help thinking about an alternate algorithm
Can you provide a small sample data set that reflects the distribution of combinations in your typical real data? Of particular interest: are combinations likely to be fairly unique (hardly anyone wears the same hat for example), or does everyone follow the fashion leaders so there are a few fairly unique combinations and a lot of very similar "me too" combinations, or maybe fashions are regimented so pretty much everyone wears the same uniform with only small variation?
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