Learning Outcome
After this lesson, you should be able to precompute next greater relationships and answer subset queries quickly.
Problem Statement
Given two arrays nums1 and nums2, where nums1 is a subset of nums2, return the next greater element in nums2 for every value in nums1. If no greater value exists, return -1.
| Input | Output | Why |
|---|---|---|
nums1 = [4,1,2], nums2 = [1,3,4,2] | [-1,3,-1] | 1's next greater is 3; 4 and 2 have none. |
Brute Force Approach
For each value in nums1, find it in nums2, then scan right until a greater value appears.
This repeats scans and can cost O(n * m).
Optimized Approach
Scan nums2 once with a decreasing stack. When the current value is greater than the stack top, it becomes the next greater value for that popped number. Store this relationship in a map.
Exact Pseudocode
nextGreater = empty map
stack = empty stack of values
for value in nums2:
while stack is not empty and value > stack.top:
smaller = pop stack
nextGreater[smaller] = value
push value
for each remaining value in stack:
nextGreater[value] = -1
answer = []
for value in nums1:
answer.add(nextGreater[value])
return answer
Reference Code
class Solution:
def nextGreaterElement(self, nums1, nums2):
next_greater = {}
stack = []
for value in nums2:
while stack and value > stack[-1]:
next_greater[stack.pop()] = value
stack.append(value)
while stack:
next_greater[stack.pop()] = -1
return [next_greater[value] for value in nums1]Sample Dry Run
| value | stack before | Action | map |
|---|---|---|---|
| 1 | [] | Push 1 | {} |
| 3 | [1] | 3 is greater than 1, map 1 to 3 | {1:3} |
| 4 | [3] | 4 is greater than 3, map 3 to 4 | {1:3,3:4} |
| 2 | [4] | 2 is not greater than 4, push | Unresolved 4 and 2 become -1 |
Complexity
| Measure | Value | Reason |
|---|---|---|
| Time | O(n + m) | Each value in nums2 is pushed/popped once, then nums1 is answered. |
| Space | O(n) | The map and stack store values from nums2. |
Edge Cases
- No greater value exists for some numbers.
nums1has one value.- Values are distinct in the classic problem.
Interview Checklist
- Precompute using
nums2, then answernums1. - Use a decreasing stack.
- Assign
-1to unresolved values.
FAQs
Why scan nums2 first?
Next greater relationships are defined by positions in nums2, so preprocessing it avoids repeated scans.
Why does the stack decrease?
Smaller unresolved values wait until a larger value appears to their right.
What is the core pattern?
Monotonic stack plus lookup map.