Merge Intervals
To solve this coding challenge, we need to merge overlapping intervals from the given list of intervals. The concept behind the solution is pretty intuitive if you break down the problem into smaller steps. Below, I will provide a step-by-step detailed explanation and pseudocode on how to achieve the desired result.
Explanation
- Understanding the Problem :
- We are given a list of intervals. An interval is represented as a pair of integers, where the first integer signifies the start of the interval, and the second integer signifies the end.
- Our task is to merge any overlapping intervals. Two intervals overlap if the end of one is equal to or greater than the start of the next.
- Sorting the Intervals :
- To efficiently identify overlapping intervals, we first need to sort the list of intervals by their start time. Sorting ensures that any overlapping intervals will be adjacent to each other in the list.
- Iterating and Merging Intervals :
- After sorting the intervals, we iterate through the list.
-
We keep a new list called
merged
-
For each interval, we check if it overlaps with the last interval in the
merged
-
If it overlaps, we merge the current interval with the last interval in the
merged
-
If it does not overlap, we simply append the current interval to the
merged
- Returning the Result :
-
After iterating through all the intervals and merging as needed, the
merged
Step-by-Step Explanation / Detailed Steps in Pseudocode
- Step 1: Input Validation : Check if the list of intervals is empty. If it is, return an empty list because there are no intervals to merge.
- Step 2: Sorting : Sort the list of intervals by their starting times. This is important to ensure that we can easily compare each interval with the next one.
-
Step 3:
Initialization
: Initialize an empty list called
merged
- Step 4: Loop through the Intervals :
- For each interval in the sorted list of intervals:
-
If the
merged
merged
merged
-
If the last interval in the
merged
merged
-
Step 5:
Return the Merged Intervals
: The
merged
Pseudocode
# Function to merge overlapping intervals
function mergeIntervals(intervals):
# Step 1: Check if intervals list is empty
if intervals is empty:
return an empty list
# Step 2: Sort the intervals by their starting times
sort intervals by the first element of each interval
# Step 3: Initialize the list to store merged intervals
merged = empty list
# Step 4: Loop over each interval in the sorted list
for interval in intervals:
# If merged list is empty or no overlap, simply append the interval
if merged is empty or merged[-1][1] < interval[0]:
append interval to merged
# Otherwise, there's an overlap, so merge the current interval
else:
merged[-1][1] = max(merged[-1][1], interval[1])
# Step 5: Return the merged intervals
return merged
# Example Usage
input_intervals = [[1,3],[2,6],[8,10],[15,18]]
output_intervals = mergeIntervals(input_intervals)
# Output should be: [[1,6],[8,10],[15,18]]
In this pseudocode:
-
intervals
-
merged[-1]
merged
-
max(a, b)
a
b