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Ride-Sharing Application Efficient Driver-User Matching in Real Time -…
Ride-Sharing Application
Efficient Driver-User
Matching in Real Time
Input size (n)
Number of users
Number of drivers
Number of locations
in the system
Time Complexity
Efficient: O(log n)
O(n log n)
Inefficient (Brute force):
O(n^2)
Space Complexity
Efficient: O(n)
Inefficient (Brute force):
O(n^2)
Efficiency
Lower time & space complexity
Faster matching
Less resource usage
Performance
Measurement
Execution time
Memory usage
Response time
Scalability
Algorithm
Nearest Neighbor Search
KD-Tree
Grid Indexing
Final Outcome
Fast driver matching
Handles more users
Better user experience
Real-time performance
Impact of increasing
Input size
As n increases, time
& memory increase
Efficient algorithms
grow slowly
Scale well with more
users & drivers