Details
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Bug
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Status: Closed
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Major
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Resolution: Fixed
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0.4
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None
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None
Description
It turnes out that some of generated patterns have incorrect support. The returned support is slightly higher than the true one.
I attached the test, which proves that FPGrowth has a bug. Test is using data (retail) found here: http://fimi.ua.ac.be/data/
The pattern (36, 39, 41) occurs in the transactions 572 times (this is also calculated in test), but the FPGrowth returns pattern (36, 39, 41) with support 573.
Please note that mentioned pattern is not the only one with incorrect support - the test only point out one example to hace something to focus on. There is plenty more patterns with support higher than the real one. The biggest difference I noticed was support 8 higher than the real one for one of patterns.
Please find attached failing unit test - it's actually a maven project, which contains test data and is ready to run.