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Longest Increasing Subsequence

2015-11-03 15:07 375 查看
问题:

Given an unsorted array of integers, find the length of longest increasing subsequence.

For example,

Given
[10, 9, 2, 5, 3, 7, 101, 18]
,

The longest increasing subsequence is
[2, 3, 7, 101]
, therefore the length is
4
. Note that there may be more than one LIS combination, it is only necessary for you to return the length.

思路:

    该题采用动态规划的思想来解决,用F(i)表示以数组i处元素结尾的最长递增子序列,则F(i + 1) = max(F(k) + 1), (其中k在0~i之间,且数组的第k个元素小于第i + 1 个元素)。

代码:

class Solution {
public:
int lengthOfLIS(vector<int>& nums) {
int size = nums.size();
if(size < 1){
return 0;
}

int *cache = new int[size];
for(int i = 0; i < size; i++){
cache[i] = 0;
}

cache[0] = 1;
int result = 1;
for(int i = 1; i < size; i++){
int maxsize = 1;
for(int j = i - 1; j >= 0; j--){
if(nums[i] > nums[j]){
if(cache[j] + 1 > maxsize){
maxsize = cache[j] + 1;
}

}
}
cache[i] = maxsize;
if(cache[i] > result){
result = cache[i];
}
}
return result;
}
};
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