This Java code calculates the minimum jumps needed to traverse an array, where each element represents the maximum jump distance from that position. Let's explore the algorithm and code step-by-step. The goal is to find the fewest jumps required to reach the array's end, starting from index 0. If the end is unreachable, the function returns -1.
Problem Definition:
Given an array arr[]
, where each element arr[i]
indicates the maximum number of steps you can take forward from that position, determine the minimum number of jumps to reach the last index.
Algorithm:
The algorithm employs a greedy approach, iterating through the array and tracking the farthest reachable index (maxReach
) at each step. It maintains a jumps
counter and steps
to track progress within each jump.
-
Initialization:
-
jumps
: Counts the total number of jumps. Initialized to 0. -
maxReach
: The farthest index reachable from the current position. Initialized toarr[0]
. -
steps
: The number of steps remaining within the current jump. Initialized toarr[0]
.
-
-
Iteration:
- The code iterates through the array.
- For each element
arr[i]
:- Update
maxReach
to the maximum ofmaxReach
andi arr[i]
(the farthest reachable index from the current position). - Decrement
steps
(we've taken one step). - If
steps
becomes 0, it means we've exhausted the current jump's steps. Therefore:- Increment
jumps
. - If
maxReach
is less than or equal toi
, it means we're stuck and can't reach further. Return -1. - Reset
steps
tomaxReach - i
(the remaining steps in the next jump).
- Increment
- Update
-
Termination:
- If the loop completes without returning -1, it means the end is reachable. The function returns
jumps
.
- If the loop completes without returning -1, it means the end is reachable. The function returns
Java Code:
public class MinJumpsToEnd { public static int minJumps(int[] arr) { int n = arr.length; if (n <= 1) return 0; // Already at the end or empty array int jumps = 0; int maxReach = arr[0]; int steps = arr[0]; for (int i = 1; i < n; i++) { maxReach = Math.max(maxReach, i + arr[i]); // Update maxReach steps--; // Decrement steps if (steps == 0) { // Jump needed jumps++; if (maxReach <= i) return -1; // Unreachable steps = maxReach - i; // Reset steps for next jump } if (i == n-1) return jumps; // Reached the end } return jumps; } public static void main(String[] args) { int[] arr = {2, 3, 1, 1, 2, 4, 2, 0, 1, 1}; System.out.println("Minimum jumps required: " + minJumps(arr)); // Output: 4 } }
Time and Space Complexity:
- Time Complexity: O(n), where n is the length of the array. The code iterates through the array once.
- Space Complexity: O(1), as the algorithm uses a constant amount of extra space.
This improved explanation and code provide a clearer understanding of the algorithm and its implementation. The added comments enhance readability and the edge case handling (empty or single-element array) makes the code more robust.
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