最长的双子序列
如果一个序列先增加然后减少,则称其为双子序列。在这个问题中,给出了所有正整数的数组。我们必须找到一个先增大然后减小的子序列。
为了解决这个问题,我们将定义两个子序列,它们是最长增加子序列和最长减少子序列。LIS数组将保留以array[i]结尾的递增子序列的长度。LDS数组将存储从array[i]开始的递减子序列的长度。使用这两个数组,我们可以获得最长的双子序列的长度。
输入输出
Input: A sequence of numbers. {0, 8, 4, 12, 2, 10, 6, 14, 1, 9, 5, 13, 3, 11, 7, 15} Output: The longest bitonic subsequence length. Here it is 7.
算法
longBitonicSub(array, size)
输入:数组,数组的大小。
输出-最长双子序列的最大长度。
Begin define incSubSeq of size same as the array size initially fill all entries to 1 for incSubSeq for i := 1 to size -1, do for j := 0 to i-1, do if array[i] > array[j] and incSubSeq[i] < incSubSum[j] + 1, then incSubSum[i] := incSubSum[j] + 1 done done define decSubSeq of size same as the array size. initially fill all entries to 1 for incSubSeq for i := size - 2 down to 0, do for j := size - 1 down to i+1, do if array[i] > array[j] and decSubSeq[i] < decSubSum[j] + 1, then decSubSeq [i] := decSubSeq [j] + 1 done done max := incSubSeq[0] + decSubSeq[0] – 1 for i := 1 to size, do if incSubSeq[i] + decSubSeq[i] – 1 > max, then max := incSubSeq[i] + decSubSeq[i] – 1 done return max End
示例
#include<iostream> using namespace std; int longBitonicSub( int arr[], int size ) { int *increasingSubSeq = new int[size]; //create increasing sub sequence array for (int i = 0; i < size; i++) increasingSubSeq[i] = 1; //set all values to 1 for (int i = 1; i < size; i++) //compute values from left ot right for (int j = 0; j < i; j++) if (arr[i] > arr[j] && increasingSubSeq[i] < increasingSubSeq[j] + 1) increasingSubSeq[i] = increasingSubSeq[j] + 1; int *decreasingSubSeq = new int [size]; //create decreasing sub sequence array for (int i = 0; i < size; i++) decreasingSubSeq[i] = 1; //set all values to 1 for (int i = size-2; i >= 0; i--) //compute values from left ot right for (int j = size-1; j > i; j--) if (arr[i] > arr[j] && decreasingSubSeq[i] < decreasingSubSeq[j] + 1) decreasingSubSeq[i] = decreasingSubSeq[j] + 1; int max = increasingSubSeq[0] + decreasingSubSeq[0] - 1; for (int i = 1; i < size; i++) //find max length if (increasingSubSeq[i] + decreasingSubSeq[i] - 1 > max) max = increasingSubSeq[i] + decreasingSubSeq[i] - 1; return max; } int main() { int arr[] = {0, 8, 4, 12, 2, 10, 6, 14, 1, 9, 5, 13, 3, 11, 7, 15}; int n = 16; cout << "Length of longest bitonic subsequence is " << longBitonicSub(arr, n); }
输出结果
Length of longest bitonic subsequence is 7