|
| 1 | +# Coin Change – Minimum Coins |
| 2 | + |
| 3 | +## Problem |
| 4 | + |
| 5 | +Given a total amount `N` and a set of coins `S = {S₁, S₂, …, Sₘ}`, find the **minimum number of coins** required to make the amount `N`. |
| 6 | +If the amount cannot be made with the given coins, return `-1`. |
| 7 | + |
| 8 | +--- |
| 9 | + |
| 10 | +## Idea |
| 11 | + |
| 12 | +This is a variation of the **Unbounded Knapsack Problem**, where we have an infinite supply of each coin. |
| 13 | +The goal is to determine the smallest number of coins needed to sum to `N`. |
| 14 | + |
| 15 | +We define an array `minCoin[]`, where each element `minCoin[i]` stores the minimum number of coins required to make a total of `i`. |
| 16 | +The base case is `minCoin[0] = 0`. |
| 17 | + |
| 18 | +For every amount from `1` to `N`, and for each coin `c` in the set `S`, the relation is given by: |
| 19 | + |
| 20 | +``` |
| 21 | +minCoin[i] = min( minCoin[i], 1 + minCoin[i - c] ) |
| 22 | +``` |
| 23 | + |
| 24 | +where `minCoin[i - c]` is the minimum number of coins required for the remaining amount. |
| 25 | + |
| 26 | +--- |
| 27 | + |
| 28 | +## Implementation |
| 29 | + |
| 30 | +A straightforward C++ implementation might look as follows: |
| 31 | + |
| 32 | +```cpp |
| 33 | +#include <iostream> |
| 34 | +#include <limits.h> |
| 35 | +using namespace std; |
| 36 | + |
| 37 | +int myMin(int a, int b) { |
| 38 | + return (a < b) ? a : b; |
| 39 | +} |
| 40 | + |
| 41 | +int coinChange(int coins[], int amount) { |
| 42 | + if (amount < 1) |
| 43 | + return 0; |
| 44 | + |
| 45 | + int *minCoin = new int[amount + 1]; |
| 46 | + minCoin[0] = 0; |
| 47 | + |
| 48 | + for (int i = 1; i <= amount; i++) { |
| 49 | + minCoin[i] = INT_MAX; |
| 50 | + for (int j = 0; j < 3; j++) { |
| 51 | + if (coins[j] <= i && minCoin[i - coins[j]] != INT_MAX) { |
| 52 | + minCoin[i] = myMin(minCoin[i], minCoin[i - coins[j]] + 1); |
| 53 | + } |
| 54 | + } |
| 55 | + } |
| 56 | + |
| 57 | + int result = (minCoin[amount] == INT_MAX) ? -1 : minCoin[amount]; |
| 58 | + delete[] minCoin; |
| 59 | + return result; |
| 60 | +} |
| 61 | + |
| 62 | +int main() { |
| 63 | + int coins[3] = {1, 2, 5}; |
| 64 | + int amount = 11; |
| 65 | + |
| 66 | + int result = coinChange(coins, amount); |
| 67 | + cout << "The minimum number of coins used: " << result << endl; |
| 68 | + |
| 69 | + return 0; |
| 70 | +} |
| 71 | +``` |
| 72 | +
|
| 73 | +Note that `INT_MAX` is used to represent an unreachable amount during computation. |
| 74 | +
|
| 75 | +--- |
| 76 | +
|
| 77 | +## Analysis |
| 78 | +
|
| 79 | +### Space Complexity |
| 80 | +
|
| 81 | +`O(N)` — only one array of size `amount + 1` is required. |
| 82 | +
|
| 83 | +### Time Complexity |
| 84 | +
|
| 85 | +`O(N × M)` — for each amount up to `N`, we iterate through all `M` available coin denominations. |
| 86 | +
|
| 87 | +--- |
| 88 | +
|
| 89 | +## Walkthrough |
| 90 | +
|
| 91 | +Finding the minimum number of coins for |
| 92 | +`coins = [1, 2, 5]` and `amount = 11`: |
| 93 | +
|
| 94 | +| Amount | Coin Used | Remainder | Minimum Coins | Explanation | |
| 95 | +| :----: | :-------- | :-------- | :------------ | :--------------- | |
| 96 | +| 1 | 1 | 0 | 1 | Using one 1-coin | |
| 97 | +| 2 | 2 | 0 | 1 | Using one 2-coin | |
| 98 | +| 3 | 1 | 2 | 2 | 1 + 2 | |
| 99 | +| 4 | 2 | 2 | 2 | 2 + 2 | |
| 100 | +| 5 | 5 | 0 | 1 | Using one 5-coin | |
| 101 | +| 6 | 5 | 1 | 2 | 5 + 1 | |
| 102 | +| 7 | 5 | 2 | 2 | 5 + 2 | |
| 103 | +| 8 | 5 | 3 | 3 | 5 + 3 | |
| 104 | +| 9 | 5 | 4 | 3 | 5 + 4 | |
| 105 | +| 10 | 5 | 5 | 2 | 5 + 5 | |
| 106 | +| 11 | 5 | 6 | 3 | 5 + 5 + 1 | |
| 107 | +
|
| 108 | +The result is: |
| 109 | +
|
| 110 | +``` |
| 111 | +minCoin[11] = 3 |
| 112 | +``` |
| 113 | +
|
| 114 | +Thus, the minimum number of coins required to make `11` is **3**, using coins `{5, 5, 1}`. |
| 115 | +
|
| 116 | +--- |
| 117 | +
|
| 118 | +## Applications |
| 119 | +
|
| 120 | +* Currency exchange and change-making systems |
| 121 | +* Resource optimization problems |
| 122 | +* Variants of the subset-sum and knapsack problems |
| 123 | +* Payment gateway and vending machine algorithms |
| 124 | +
|
| 125 | +--- |
| 126 | +
|
| 127 | +## Resources |
| 128 | +
|
| 129 | +* [GeeksforGeeks – Minimum Coins to Make Change](https://www.geeksforgeeks.org/find-minimum-number-of-coins-that-make-a-change/) |
| 130 | +* [YouTube – Coin Change (Minimum Coins) by Tushar Roy](https://youtu.be/NNcN5X1wsaw?si=UHED-voB4f3viOgT) |
| 131 | +
|
| 132 | +--- |
| 133 | +
|
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