Master interval algorithms through interactive visualizations! Learn how calendar apps schedule meetings, ride-sharing services match drivers, and streaming platforms manage bandwidth.
Interval problems are everywhere in modern technology! Let's see where you encounter them daily:
When you schedule a meeting, calendar apps use interval algorithms to check for conflicts, suggest available times, and handle recurring events. They merge overlapping events and find free slots!
Ride-sharing apps use interval algorithms to match drivers with riders based on time windows. They optimize driver schedules to minimize wait times and maximize rides per hour.
Booking.com and airlines use interval algorithms to manage room/seat availability, prevent double bookings, and optimize pricing based on demand periods.
Streaming services use interval algorithms to schedule content delivery, manage server load during peak hours, and pre-buffer content based on viewing patterns.
Healthcare systems use interval algorithms to schedule surgeries, manage operating room availability, and ensure critical resources don't have conflicts.
Think of an interval like a time slot on your calendar - it has a start time and an end time. Like booking a meeting room from 2 PM to 3 PM, that's the interval [2, 3]!
Enter start and end times to see intervals on a timeline:
Why it matters: Meeting from 1-2 PM and another from 2-3 PM don't actually conflict!
Imagine combining all your overlapping meetings into single blocks. This is what merge intervals does!
Add intervals and watch them merge automatically:
This is like checking if you can be in multiple places at once (spoiler: you can't!).
You have a sorted list of non-overlapping intervals and need to insert a new one. Merge if necessary!
It's like adding a new meeting to your calendar and combining any overlaps.
Find common free time slots when all employees are available for a meeting.
Merge all busy times, then find the gaps!
Given jobs with start time, end time, and CPU load, find the maximum CPU load at any time.
Track when jobs start and end, maintaining current load!
Imagine a vertical line sweeping across a timeline, processing events as it goes. Perfect for complex interval problems!
Build a calendar that can handle single, double, or even triple bookings!
Algorithm | Time Complexity | When to Use | Plain English Speed |
---|---|---|---|
Merge Intervals |
O(n log n) | Combine overlapping ranges | ⚡ Quick for any size |
Insert Interval |
O(n) | Add to sorted intervals | 💨 Super fast |
Meeting Rooms |
O(n log n) | Check scheduling conflicts | ⚡ Quick with sorting |
Meeting Rooms II |
O(n log n) | Find min resources needed | ⚡ Efficient for scheduling |
Employee Free Time |
O(n log n) | Find common availability | ⚡ Scales well |
Sweep Line |
O(n log n) | Complex interval events | 🚀 Powerful for hard problems |
start1 < end2 AND start2 < end1
Always consider: empty input, single interval, all overlapping, none overlapping
Be clear: are intervals [start, end] inclusive or [start, end) exclusive?
Most interval algorithms require sorted input - don't forget this step!