What are your top 5 pattern mining algorithms?

This is for discussing anything related to pattern mining (e.g. itemsets, sequential patterns, subgraph mining)
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admin
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What are your top 5 pattern mining algorithms?

Post by admin »

Hi everyone,

Lets start a fun discussion. What are your top 5 favorite pattern mining algorithms?

For me, there are many. But If I would have to choose some it would be:

1. Apriori : because it has inspired so many other algorithms
2. PrefixSpan : because it is a simple algorithm for sequential pattern mining that is quite efficient, even though it is not the best anymore
3. FHM : Ok, that is my own algorithm ;-) But I have to choose an algorithm for high utility itemset mining and this is one is relatively efficient yet simple. I could have also mentionned HUI-Miner since FHM is based on HUI-Miner.
4. Eclat : One of the most important algorithm for itemset mining using a vertical database.
5. MINEPI: An old algorithm but the first one for episode mining, which is also an important topic in pattern mining.

What is your top 5 ?
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gmc
Posts: 69
Joined: Tue Apr 05, 2022 4:48 pm

Re: What are your top 5 pattern mining algorithms?

Post by gmc »

I would say:
Apriori
FPGROWTH
ECLAT
SPADE
SPAM
Alva
Posts: 39
Joined: Sun Apr 10, 2022 12:17 am

Re: What are your top 5 pattern mining algorithms?

Post by Alva »

For me, Apriori, Eclat, Mafia, charm and spade
Gerald
Posts: 52
Joined: Tue Apr 05, 2022 8:32 am

Re: What are your top 5 pattern mining algorithms?

Post by Gerald »

Apriori and FPGrowth (like everyone else lol), CM-SPADE (thanks DR. Philippe), Eclat and PrefixSpan
salehyafeai
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Joined: Thu Apr 07, 2022 1:09 pm

Re: What are your top 5 pattern mining algorithms?

Post by salehyafeai »

Apriori, FP-growth, Eclat, MISFP-growth and HUI-Miner
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