The Frequent Words Problem: Difference between revisions

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[[File:The Frequent Words Problem - Time.png|1000px]]
[[File:The Frequent Words Problem - Time.png|1000px]]
== Space Complexity Graph ==
[[File:The Frequent Words Problem - Space.png|1000px]]
== Time-Space Tradeoff ==
[[File:The Frequent Words Problem - Pareto Frontier.png|1000px]]


== References/Citation ==  
== References/Citation ==  


http://bioinformaticsalgorithms.com/data/debugdatasets/replication/FrequentWordsProblem.pdf
http://bioinformaticsalgorithms.com/data/debugdatasets/replication/FrequentWordsProblem.pdf

Latest revision as of 10:12, 28 April 2023

Description

Given a string of length $n$ and in input integer $k$, determine the most frequent $k$-mers in the string, i.e. the most frequent words of length $k$.

Parameters

$n$: length of string

$k$: length of words

$\sigma$: size of alphabet

Table of Algorithms

Name Year Time Space Approximation Factor Model Reference
Naive solution 1940 $O(n)$ $O(max(n, \sigma^k)$) Exact Deterministic
Rabin Karp 1987 $O(n)$ $O(max(n, \sigma^k)$)? Exact Deterministic

Time Complexity Graph

The Frequent Words Problem - Time.png

References/Citation

http://bioinformaticsalgorithms.com/data/debugdatasets/replication/FrequentWordsProblem.pdf