Problem Description:
Given an array of meeting time intervals consisting of start and end times [[s1,e1],[s2,e2],…] (si < ei), determine if a person could attend all meetings.
For example,
Given [[0, 30],[5, 10],[15, 20]],
return false.
Analysis:
The idea is : we sort the time intervals, then check the overlapping of each pair of neighbouring intervals.
The definition of Compare function :
Binary function that accepts two elements in the range as arguments, and returns a value convertible to bool. The value returned indicates whether the element passed as first argument is considered to go before the second in the specific strict weak ordering it defines
.
The function shall not modify
any of its arguments.
This can either be a function pointer or a function object
.
Function object:
struct myclass {
bool operator() (int i,int j) { return (i<j);}
} myobject;
Ps: Compare function must be a static function which belongs to class, it can’t be a member function in a class.
Code:
bool canAttendMeetings(vector<Interval>& intervals)
{
sort(intervals.begin(), intervals.end(), compare);
int n = intervals.size();
for (int i = 0; i < n - 1; ++i)
if (intervals[i].end > intervals[i + 1].start)
return false;
return true;
}
static bool compare(Interval & inter1, Interval & inter2)
{
return inter1.start < inter2.start;
}
The sort time complexity is O(nlogn) and the check overlapping take O(n). so the overall time complexity is O(nlogn).
Follow up:
If we want to find the minimum number of conference rooms required.
Idea:
Create event for each start and end of intervals. Then for start event, open one more room; for end event, close one meeting room. At the same time, update the most rooms that is required.
Code:
int minMeetingRooms(vector& intervals)
{
map<int, int> mp;
for (int i = 0; i < intervals.size(); ++i)
{
mp[intervals[i].start]++;
mp[intervals[i].end]--;
}
int cnt = 0, maxCnt = 0;
for (auto i : mp)
{
cnt += i.second;
maxCnt = max(maxCnt, cnt);
}
return maxCnt;
}
Using priority_queue to store the end time of the each meeting room, pop out the room if the the meeting is over, if the smallest meeting isn’t over, then we have to add a new room, as well push the Interval to the pq, and count++, update the result.
int minMeetingRooms(vector<Interval>& intervals) {
sort(intervals.begin(), intervals.end(),[](Interval & a, Interval &b) {return a.start <= b.start;});
priority_queue<int, vector<int> , greater<int> > end_pq;
int count = 0, result = 0;
for (Interval elem : intervals) {
while (!end_pq.empty() && end_pq.top() <= elem.start) {
end_pq.pop();
--count;
}
end_pq.push(elem.end);
++count;
result = max(count, result);
}
return result;
}
Another way is : Group those non-overlapping meetings in the same room and then count how many rooms we need.
int findNonoverlapping(vector<Interval>& rooms, Interval & interval)
{
for (int i = 0; i < rooms.size(); ++i)
if (interval.start >= rooms[i].end)
return i;
return -1;
}
int minMeetingRooms(vector<Interval>& intervals)
{
sort (intervals.begin(), intervals.end(),[](Interval & s1, Interval &s2){return s1.start < s2.start;});
vector<Interval> rooms; //save the room[i] last meeting
for (auto interval : intervals)
{
int idx = findNonoverlapping(rooms, interval);
if (rooms.empty() || idx == -1)
rooms.push_back(interval);
else rooms[idx] = interval;
}
return rooms.size();
}