Finding Frequent Itemsets (Finding Frequent Itemsets)
Revision as of 10:23, 15 February 2023 by Admin (talk | contribs) (Created page with "{{DISPLAYTITLE:Finding Frequent Itemsets (Finding Frequent Itemsets)}} == Description == We assume there is a number $s$, called the support threshold. If $I$ is a set of items, the support for $I$ is the number of baskets for which $I$ is a subset. We say $I$ is frequent if its support is $s$ or more == Parameters == No parameters found. == Table of Algorithms == {| class="wikitable sortable" style="text-align:center;" width="100%" ! Name !! Year !! Time !! Sp...")
Description
We assume there is a number $s$, called the support threshold. If $I$ is a set of items, the support for $I$ is the number of baskets for which $I$ is a subset. We say $I$ is frequent if its support is $s$ or more
Parameters
No parameters found.
Table of Algorithms
Name | Year | Time | Space | Approximation Factor | Model | Reference |
---|---|---|---|---|---|---|
A-Priori algorithm | 1994 | $O(n^{2})$ | $O(n^{2})$ | Exact | Deterministic | Time & Space |
The Algorithm of Park; Chen; and Yu (PCY) | 1995 | $O(n^{2})$ | $O(n^{2})$ | Exact | Deterministic | Time |
The Multistage Algorithm | 1999 | $O(n^{2})$ | $O(n^{2})$ | Exact | Deterministic | Time |
The Multihash Algorithm | 1999 | $O(n^{2})$ | $O(n^{2})$ | Exact | Deterministic | Time |
Time Complexity graph
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Space Complexity graph
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Pareto Decades graph
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