The Question
CodingJump Game Reachability
Given an array of non-negative integers where each element represents your maximum jump distance from that position, write a function to determine if you can successfully travel from the start of the array to the final index.
Java
Greedy
Array
Questions & Insights
Clarifying Questions
What is the maximum possible length of the
nums array? (Assumption: up to 10^4 or 10^5, requiring a linear or near-linear time complexity).Are there any negative integers in the array? (Assumption: No, the problem states "maximum jump length", which implies non-negative values).
How should we handle an array with only one element? (Assumption: If the array has one element, we are already at the last index, so the result should be
true).Is there a time limit for the execution? (Assumption: Standard competitive programming limits, usually 1-2 seconds).
Thinking Process
Greedy Strategy: Instead of exploring all possible jump combinations (which would be exponential or O(N^2) with dynamic programming), we only need to track the furthest reachable index at any point in time.
Reachability Check: Iterate through the array. For every index if s greater than the maximum index we have reached so far, it means we've hit a gap we cannot cross, and we should return
false.Updating Maximum: At each index i that is reachable, update the maximum reachable index to be the maximum of its current value and i + nums[i].
Early Exit: If the maximum reachable index ever meets or exceeds the last index of the array, we can immediately return
true.Implementation Breakdown
Problem Set
Functional Requirement: Return a boolean indicating if the last index is reachable from the first index.
Constraints:
1 <= nums.length <= 10^40 <= nums[i] <= 10^5Edge Cases:
nums.length == 1: Always true.nums[0] == 0 and nums.length > 1: Always false.Large jumps that skip most of the array.
Approach
Algorithm: Greedy Reachability
Data Structure: None (Scalar variables)
Complexity:
Time: O(N) where N is the length of the array.
Space: O(1) as we only store one integer variable.