668. Kth Smallest Number in Multiplication Table
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Nearly every one have used the Multiplication Table. But could you find out the k-th
smallest number quickly from the multiplication table?
Given the height m
and the length n
of a m * n
Multiplication Table, and a positive integer k
, you need to return the k-th
smallest number in this table.
Example 1:
Input: m = 3, n = 3, k = 5Output: Explanation: The Multiplication Table:123246369The 5-th smallest number is 3 (1, 2, 2, 3, 3).
Example 2:
Input: m = 2, n = 3, k = 6Output: Explanation: The Multiplication Table:123246The 6-th smallest number is 6 (1, 2, 2, 3, 4, 6).
Note:
- The
m
andn
will be in the range [1, 30000]. - The
k
will be in the range [1, m * n]
思路:直观的想法是优先队列,最坏复杂度n*m*log(m),其中log(m)是插入删除时更新优先队列的代价(heap深度是m)
一个更快的思路是binary Search,直接BS结果,复杂度log(m*n)
这里的下表控制特别要小心
不过最重要的是:binary Search要怎么想到呢???因为你只要求第K个数嘛,并不需要求所有0..K的
/* * since最坏的情况下是需要全部遍历一遍数据,优先队列更新数据还要复杂度 * 更快应该就是logN * 可能就是 binary search * 直接对结果二分,判断是不是满足一定条件即可 */class Solution { public int findKthNumber(int m, int n, int k) { int lo = 1, hi = m*n, mid = -1; while(lo < hi) {// 注意这里要变化 mid = lo+(hi-lo)/2; int t = getNotLarger(m, n, mid); if(t == k)hi = mid;// 等于还要往左走到乘法表里面有的(不是往右走,不然就是k+1) else if(t > k)hi = mid;// 因为乘法表里面有重复的数,比如mid有多个,结果仍然可能是mid elselo = mid+1; } return lo; }private int getNotLarger(int m, int n, int mid) {int cnt = 0;for(int i=1; i<=m; i++)cnt += Math.min(mid/i, n);return cnt;}}
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