Change-Making Problem: Difference between revisions
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== | == Time-Space Tradeoff == | ||
[[File:Change-Making Problem - Pareto Frontier.png|1000px]] | [[File:Change-Making Problem - Pareto Frontier.png|1000px]] |
Revision as of 14:47, 15 February 2023
Description
Given an unlimited amount of coins of denominations $c_1, \ldots, c_n$, and a desired sum $S$, find the minimum number of coins necessary to make $S$.
Parameters
n: number of coin denominations
S: sum to be made
Table of Algorithms
Name | Year | Time | Space | Approximation Factor | Model | Reference |
---|---|---|---|---|---|---|
Brute Force | 1940 | $O(S^n)$ | $O(n)$ | Exact | Deterministic | |
Dynamic Programming | 1953 | $O(Sn)$ | $O(Sn)$ | Exact | Deterministic | Time |
Probabilistic Convolution Tree | 2014 | $O(n log n)$ | $O(n log n)$ | Deterministic | Time & Space |
Time Complexity Graph
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Space Complexity Graph
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Time-Space Tradeoff
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