[LintCode] Merge Intervals
Given a collection of intervals, merge all overlapping intervals.
Given intervals => merged intervals:
[ [
[1, 3], [1, 6],
[2, 6], => [8, 10],
[8, 10], [15, 18]
[15, 18] ]
]
O(n log n) time and O(1) extra space.
Solution 1. Brute force, O(n^2) runtime
An obvious solution is to iterate through the input interval list. For each interval, check if if there is overlap between itself and other intervals.
Solution 2. Sorting, O(n * log n) runtime
1. sort the interval lists in increasing order of the start.
2. iterate through the sorted list, and do the following.
a. if the previous and current interval overlap (curr.start <= prev.end), merge these two by doing prev.end = Math.max(prev.end, curr.end);
b. if they don't overlap, then add the previous interval to the final result.
1 /** 2 * Definition of Interval: 3 * public class Interval { 4 * int start, end; 5 * Interval(int start, int end) { 6 * this.start = start; 7 * this.end = end; 8 * } 9 */ 10 11 class Solution { 12 /** 13 * @param intervals, a collection of intervals 14 * @return: A new sorted interval list. 15 */ 16 private Comparator<Interval> intervalComp = new Comparator<Interval>(){ 17 public int compare(Interval i1, Interval i2){ 18 return i1.start - i2.start; 19 } 20 }; 21 public List<Interval> merge(List<Interval> intervals) { 22 if(intervals == null || intervals.size() <= 1){ 23 return intervals; 24 } 25 Collections.sort(intervals, intervalComp); 26 ArrayList<Interval> result = new ArrayList<Interval>(); 27 Interval prev = intervals.get(0); 28 for(int i = 1; i < intervals.size(); i++){ 29 Interval curr = intervals.get(i); 30 if(curr.start <= prev.end){ 31 prev.end = Math.max(prev.end, curr.end); 32 } 33 else{ 34 result.add(prev); 35 prev = curr; 36 } 37 } 38 result.add(prev); 39 return result; 40 } 41 }
Similarly we can sort the list by their end values in decreasing order, then do the merge on start values. This alternative solution returns the merged list in reversed order.
1 class Solution { 2 private Comparator<Interval> intervalComp = new Comparator<Interval>(){ 3 public int compare(Interval i1, Interval i2){ 4 return i2.end - i1.end; 5 } 6 }; 7 public List<Interval> merge(List<Interval> intervals) { 8 if(intervals == null || intervals.size() <= 1){ 9 return intervals; 10 } 11 Collections.sort(intervals, intervalComp); 12 ArrayList<Interval> result = new ArrayList<Interval>(); 13 Interval prev = intervals.get(0); 14 for(int i = 1; i < intervals.size(); i++){ 15 Interval curr = intervals.get(i); 16 if(curr.end >= prev.start){ 17 prev.start = Math.min(prev.start, curr.start); 18 } 19 else{ 20 result.add(prev); 21 prev = curr; 22 } 23 } 24 result.add(prev); 25 return result; 26 } 27 }
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