Minimum coins for a change
The minimum coins change programming problem is as below.
Given.
a) A coin of bigger value to be changed. Say a coin of value $ 10 is to be changed.
b) A set of available coins. The assumption is that we have a set of infinite coins of values [ $1, $ 4, $ 9, $ 16 ].
The goal is to find the minimum number of smaller coins for exchanging a coin of bigger value i.e $ 10 with coins of smaller values.
Example:
If a coin of value $ 10 is to be changed with coins of values [ $ 1, $ 4, $ 9, $ 16 ] such that we get the minimum coins
a) $ 10 = $ 1 + $ 9 i.e ( 2 coins )
b) $ 10 = $ 1 + $ 1 + $ 1 … + $ 1 ( 10 times ) ( 10 coins )
c) $ 10 = $ 1 + $ 1 + $ 4 + $ 4 ( 4 coins )
Thus minimum coins that we need is 2.
Solving minimum coins for change problem
We begin by finding the minimum number of coins for each denomination from $ 1 till the denomination of bigger coin i.e $ 10.
using the coins from the available set.
Thus,
- Base case : We need 0 coins for making a change for $ 0. i.e DP [ 0 ] = 0
- For $ 1 we need only 1 coin from the set. (i.e $ 1). We store this value in a DP table. i.e DP [ 1 ] = 1. i.e for exchanging $ 1 we need a minimum on 1 coin.
- For $ 2 we being by using $ 1 coin from the set i.e 1 coin but we still need to find the minimum number of coins needs for remaining $ 1 i.e the deficit as $ 2 - $ 1 = $ 1.
Now we can use DP table to fetch the minimum number of coins used to make change for $ 1; i.e value of DP [ 1 ] which is 1.
So for $ 2 we can make change using 2 coins.
i.e $ 2 = 1 + (DP [ $ 2 - $ 1 ])
$ 2 = 1 + DP [ 1 ] = 1 + 1 = 2 - …
- For $ 9 we need only 1 coin from the set i.e $ 9 coin.
- From $ 10 we can use 1 coin of value $ 9 but for the remaining $ 1 ( $ 10 - $ 9 ), we make use of DP [ 1 ].
i.e $ 10 = 1 + DP [ $ 10 - $ 9 ]
i.e $ 10 = 1 + DP [ $ 1 ]
i.e $ 10 = 1 + 1 = 2 coins.
Program for finding the minimum number of coins for changing a bigger coin.
from typing import List
import sys
def GetNumCoins (coinset : List[int], biggercoin : int) :
mincoins = [sys.maxsize] * (biggercoin + 1)
# 0 is the minimum number of coins needed for changing a bigger coin of value 0
mincoins[0] = 0
for val in range(1, biggercoin+1) :
for c in range(len(coinset)) :
if (val >= coinset[c]) :
mincoins[val] = min (mincoins[val-coinset[c]] + 1, mincoins[val])
val = 0
print ("Value | Minimum Coins")
for c in mincoins :
print(str(val) + " " + str(c))
val += 1
print (str(mincoins[biggercoin]) + " coins are needed to change the coin of value (" + str(biggercoin) + ")")
def main() :
coinset = [ 1, 4, 9, 16 ]
biggercoin = 10
print ("Coin set : " + str(coinset))
print ("Coin to be changed : " + str(biggercoin))
GetNumCoins(coinset, biggercoin)
if __name__ == "__main__" :
main()
Output
Coin set : [1, 4, 9, 16]
Coin to be changed : 10
Value | Minimum Coins
0 0
1 1
2 2
3 3
4 1
5 2
6 3
7 4
8 2
9 1
10 2
2 coins are needed to change the coin of value (10)
#include<iostream>
#include<vector>
#include<cstring>
using namespace std;
class Coins {
public:
void GetNumCoins (vector<int>& coinset, int biggercoin) {
const int MAX = 999999999;
vector<int> mincoins(biggercoin+1, MAX);
// 0 is the minimum number of coins needed for changing a bigger coin of value 0
mincoins[0] = 0;
for (int val=1; val<=biggercoin; val++) {
for (int c=0; c<coinset.size(); c++) {
if (val >= coinset[c]) {
mincoins[val] = min( mincoins[val-coinset[c]] + 1, mincoins[val] );
}
}
}
int val = 0;
cout << "Value | Minimum Coins" << endl;
for (const auto& c : mincoins) {
cout << val << " " << c << endl;
val++;
}
cout << mincoins[biggercoin] << " are needed to change value : " << biggercoin << endl;
}
};
int main() {
Coins c;
vector<int> coinset = { 1, 4, 9, 16 };
int biggercoin = 10;
cout << "Coin set" << endl;
for(const auto& i : coinset)
cout << i << " ";
cout << endl;
cout << "Coin to be changed :" << biggercoin << endl;
c.GetNumCoins(coinset, biggercoin);
return 0;
}
Output
Coin set
1 4 9 16
Coin to be changed :10
Value | Minimum Coins
0 0
1 1
2 2
3 3
4 1
5 2
6 3
7 4
8 2
9 1
10 2
2 are needed to change value : 10
import java.util.Arrays;
import java.lang.Math;
class Coins {
void GetNumCoins (int[] coinset, int biggercoin) {
int[] mincoins = new int[biggercoin+1];
Arrays.fill(mincoins, Integer.MAX_VALUE);
// 0 is the minimum number of coins needed for changing a bigger coin of value 0
mincoins[0] = 0;
for (int val=1; val<=biggercoin; val++) {
for (int c=0; c<coinset.length; c++) {
if (val >= coinset[c]) {
mincoins[val] = Math.min (mincoins[val-coinset[c]] + 1, mincoins[val]);
}
}
}
int val = 0;
System.out.println ("Value | Minimum Coins");
for (int c : mincoins) {
System.out.println (val + " " + c);
val++;
}
System.out.println (mincoins[biggercoin] + " are needed to change value : " + biggercoin);
}
public static void main (String[] args) {
Coins c = new Coins();
int[] coinset = {1, 4, 9, 16};
int biggercoin = 10;
System.out.println ("Coin set");
for (int i : coinset)
System.out.print(i + " ");
System.out.println();
System.out.println("Coin to be changed :" + biggercoin);
c.GetNumCoins(coinset, biggercoin);
}
}
Output
Coin set
1 4 9 16
Coin to be changed :10
Value | Minimum Coins
0 0
1 1
2 2
3 3
4 1
5 2
6 3
7 4
8 2
9 1
10 2
2 are needed to change value : 10