πΉ Problem: 2410. Maximum Matching of Players With Trainers
Difficulty: #Medium
Tags: #Greedy, #TwoPointers, #Sorting
π Problem Summary
We are given two arrays:
-
players[i]
denotes the strength requirement of the ith player. -
trainers[j]
denotes the strength capability of the jth trainer.
A player can be matched with a trainer if the trainer's strength is greater than or equal to the player's requirement.
Each player and trainer can only be used once.
We need to maximize the number of such valid matches.
π§ My Thought Process
-
Brute Force Idea:
- Try all pairs of players and trainers using a nested loop and mark used ones.
- Time complexity would be O(nΒ²) β too slow for large inputs.
-
Optimized Strategy:
- Sort both arrays.
- Use two pointers β one for players and one for trainers.
- Try to greedily match the weakest player with the smallest trainer who can support them.
- If a match is possible, move both pointers.
- Otherwise, move only the trainer pointer.
This way, we avoid unnecessary comparisons and always match as early and efficiently as possible.
-
Algorithm Used:
Greedy
+Two Pointers
+Sorting
βοΈ Code Implementation (Python)
class Solution:
def matchPlayersAndTrainers(self, players: List[int], trainers: List[int]) -> int:
players.sort()
trainers.sort()
player_index = 0
trainer_index = 0
matches = 0
while player_index < len(players) and trainer_index < len(trainers):
if players[player_index] <= trainers[trainer_index]:
matches += 1
player_index += 1
trainer_index += 1
else:
trainer_index += 1
return matches
β±οΈ Time & Space Complexity
-
Time:
O(n log n + m log m)
(sorting players and trainers) -
Space:
O(1)
(in-place, no extra data structures)
π§© Key Takeaways
- β Sorting both arrays lets you make greedy optimal decisions in linear time afterward.
- π‘ Two pointers are often useful when dealing with sorted arrays and pairing problems.
- π This is a classic matching problem β much like assigning tasks to workers or pairing jobs with deadlines.
π Reflection (Self-Check)
- [x] Could I solve this without help?
- [x] Did I write code from scratch?
- [x] Did I understand why it works?
- [x] Will I be able to recall this in a week?
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π Progress Tracker
Metric | Value |
---|---|
Day | 42 |
Total Problems Solved | 383 |
Confidence Today | π |
Rating Update | 1532 + 40 |
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