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Adding approach change #2859

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21 changes: 21 additions & 0 deletions exercises/practice/change/.approaches/config.json
Original file line number Diff line number Diff line change
@@ -0,0 +1,21 @@
{
"introduction": {
"authors": [
"jagdish-15"
]
},
"approaches": [
{
"uuid": "d0b615ca-3a02-4d66-ad10-e0c513062189",
"slug": "dynamic-programming",
"title": "Dynamic Programming Approach",
"blurb": "Use dynamic programming to find the most efficient change combination.",
"authors": [
"jagdish-15"
],
"contributors": [
"kahgoh"
]
}
]
}
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# Dynamic Programming Approach

```java
import java.util.List;
import java.util.ArrayList;

class ChangeCalculator {
private final List<Integer> currencyCoins;

ChangeCalculator(List<Integer> currencyCoins) {
this.currencyCoins = currencyCoins;
}

List<Integer> computeMostEfficientChange(int grandTotal) {
if (grandTotal < 0)
throw new IllegalArgumentException("Negative totals are not allowed.");

List<List<Integer>> coinsUsed = new ArrayList<>(grandTotal + 1);
coinsUsed.add(new ArrayList<Integer>());

for (int i = 1; i <= grandTotal; i++) {
List<Integer> bestCombination = null;
for (int coin: currencyCoins) {
if (coin <= i && coinsUsed.get(i - coin) != null) {
List<Integer> currentCombination = new ArrayList<>(coinsUsed.get(i - coin));
currentCombination.add(0, coin);
if (bestCombination == null || currentCombination.size() < bestCombination.size())
bestCombination = currentCombination;
}
}
coinsUsed.add(bestCombination);
}

if (coinsUsed.get(grandTotal) == null)
throw new IllegalArgumentException("The total " + grandTotal + " cannot be represented in the given currency.");

return coinsUsed.get(grandTotal);
}
}
```

The **Dynamic Programming (DP)** approach is an efficient way to solve the problem of making change for a given total using a list of available coin denominations.
It minimizes the number of coins needed by breaking down the problem into smaller subproblems and solving them progressively.

## Explanation
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1. **Initialize Coins Usage Tracker**:
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Similar to one the comments on the Queen Attack approach, should this be a heading?

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1. **Initialize Coins Usage Tracker**:
### Initialize Coins Usage Tracker

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This would make sense much more as a sub-heading!


- If the `grandTotal` is negative, an exception is thrown immediately.
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If the making Initialize Coins Usage Tracker a heading the indent should be removed.

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- If the `grandTotal` is negative, an exception is thrown immediately.
- If the `grandTotal` is negative, an exception is thrown immediately.

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Indeed!

- We create a list `coinsUsed`, where each index `i` stores the most efficient combination of coins that sum up to the value `i`.
- The list is initialized with an empty list at index `0`, as no coins are needed to achieve a total of zero.

2. **Iterative Dynamic Programming**:
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2. **Iterative Dynamic Programming**:
### Iterative Dynamic Programming


- For each value `i` from 1 to `grandTotal`, we explore all available coin denominations to find the best combination that can achieve the total `i`.
- For each coin, we check if it can be part of the solution (i.e., if `coin <= i` and `coinsUsed[i - coin]` is a valid combination).
- If so, we generate a new combination by adding the current coin to the solution for `i - coin`. We then compare the size of this new combination with the existing best combination and keep the one with fewer coins.

3. **Result**:
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3. **Result**:
### Result


- After processing all values up to `grandTotal`, the combination at `coinsUsed[grandTotal]` will represent the most efficient solution.
- If no valid combination exists for `grandTotal`, an exception is thrown.

- **Time Complexity**: The time complexity of this approach is **O(n * m)**, where `n` is the `grandTotal` and `m` is the number of available coin denominations. This is because we iterate over all coin denominations for each amount up to `grandTotal`.
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- **Space Complexity**: The space complexity is **O(n)** due to the list `coinsUsed`, which stores the most efficient coin combination for each total up to `grandTotal`.
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Original file line number Diff line number Diff line change
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class ChangeCalculator {
private final List<Integer> currencyCoins;

ChangeCalculator(List<Integer> currencyCoins) {
this.currencyCoins = currencyCoins;
}
// computeMostEfficientChange method
}
55 changes: 55 additions & 0 deletions exercises/practice/change/.approaches/introduction.md
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# Introduction

There is an idiomatic approach to solving "Change."
You can use [dynamic programming][dynamic-programming] to calculate the minimum number of coins required for a given total.

## General guidance

The key to solving "Change" is understanding that not all totals can be reached with the available coin denominations.
The solution needs to figure out which totals can be achieved and how to combine the coins optimally.

## Approach: Dynamic Programming

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```java
import java.util.List;
import java.util.ArrayList;

class ChangeCalculator {
private final List<Integer> currencyCoins;

ChangeCalculator(List<Integer> currencyCoins) {
this.currencyCoins = currencyCoins;
}

List<Integer> computeMostEfficientChange(int grandTotal) {
if (grandTotal < 0)
throw new IllegalArgumentException("Negative totals are not allowed.");

List<List<Integer>> coinsUsed = new ArrayList<>(grandTotal + 1);
coinsUsed.add(new ArrayList<Integer>());

for (int i = 1; i <= grandTotal; i++) {
List<Integer> bestCombination = null;
for (int coin: currencyCoins) {
if (coin <= i && coinsUsed.get(i - coin) != null) {
List<Integer> currentCombination = new ArrayList<>(coinsUsed.get(i - coin));
currentCombination.add(0, coin);
if (bestCombination == null || currentCombination.size() < bestCombination.size())
bestCombination = currentCombination;
}
}
coinsUsed.add(bestCombination);
}

if (coinsUsed.get(grandTotal) == null)
throw new IllegalArgumentException("The total " + grandTotal + " cannot be represented in the given currency.");

return coinsUsed.get(grandTotal);
}
}
```

For a detailed look at the code and logic, see the full explanation in the [Dynamic Programming Approach][approach-dynamic-programming].

[approach-dynamic-programming]: https://exercism.org/tracks/java/exercises/change/approaches/dynamic-programming
[dynamic-programming]: https://en.wikipedia.org/wiki/Dynamic_programming