Longest Increasing Subsequence - Amazon Top Interview Questions


Problem Statement :


Given an unsorted list of integers nums, return the longest strictly increasing subsequence of the array.

Bonus: Can you solve it in \mathcal{O}(n \log n)O(nlogn) time?

Constraints

n ≤ 1,000 where n is the length of nums

Example 1

Input

nums = [6, 1, 7, 2, 8, 3, 4, 5]

Output


5

Explanation

Longest increasing subsequence would be [1, 2, 3, 4, 5]

Example 2

Input

nums = [12, 5, 6, 25, 8, 11, 10]

Output

4

Explanation

One longest increasing subsequence would be [5, 6, 8, 11]



Solution :



title-img




                        Solution in C++ :

int solve(vector<int>& nums) {
    int n = nums.size();
    vector<int> dp;  // dp[i] = last digit in the list of size i+1, dp is increasing
    for (int& i : nums) {
        if (dp.empty()) {
            dp.push_back(i);
            continue;
        }
        auto it = lower_bound(dp.begin(), dp.end(), i);
        if (it == dp.end())
            dp.push_back(i);
        else {
            int idx = it - dp.begin();
            dp[idx] = i;
        }
    }
    return dp.size();
}
                    




                        Solution in Python : 
                            
class Solution:
    def solve(self, nums):
        if not nums:
            return 0

        def get_index(arr, target):
            l, r = 0, len(arr) - 1
            res = r + 1
            while l <= r:
                mid = (l + r) // 2
                if target < arr[mid]:
                    res = mid
                    r = mid - 1
                elif target > arr[mid]:
                    l = mid + 1
                else:
                    return mid
            return res

        dp = []
        res = 0
        for num in nums:
            idx = get_index(dp, num)
            if idx == res:
                dp.append(num)
                res += 1
            else:
                dp[idx] = num

        return res
                    


View More Similar Problems

Tree: Preorder Traversal

Complete the preorder function in the editor below, which has 1 parameter: a pointer to the root of a binary tree. It must print the values in the tree's preorder traversal as a single line of space-separated values. Input Format Our test code passes the root node of a binary tree to the preOrder function. Constraints 1 <= Nodes in the tree <= 500 Output Format Print the tree's

View Solution →

Tree: Postorder Traversal

Complete the postorder function in the editor below. It received 1 parameter: a pointer to the root of a binary tree. It must print the values in the tree's postorder traversal as a single line of space-separated values. Input Format Our test code passes the root node of a binary tree to the postorder function. Constraints 1 <= Nodes in the tree <= 500 Output Format Print the

View Solution →

Tree: Inorder Traversal

In this challenge, you are required to implement inorder traversal of a tree. Complete the inorder function in your editor below, which has 1 parameter: a pointer to the root of a binary tree. It must print the values in the tree's inorder traversal as a single line of space-separated values. Input Format Our hidden tester code passes the root node of a binary tree to your $inOrder* func

View Solution →

Tree: Height of a Binary Tree

The height of a binary tree is the number of edges between the tree's root and its furthest leaf. For example, the following binary tree is of height : image Function Description Complete the getHeight or height function in the editor. It must return the height of a binary tree as an integer. getHeight or height has the following parameter(s): root: a reference to the root of a binary

View Solution →

Tree : Top View

Given a pointer to the root of a binary tree, print the top view of the binary tree. The tree as seen from the top the nodes, is called the top view of the tree. For example : 1 \ 2 \ 5 / \ 3 6 \ 4 Top View : 1 -> 2 -> 5 -> 6 Complete the function topView and print the resulting values on a single line separated by space.

View Solution →

Tree: Level Order Traversal

Given a pointer to the root of a binary tree, you need to print the level order traversal of this tree. In level-order traversal, nodes are visited level by level from left to right. Complete the function levelOrder and print the values in a single line separated by a space. For example: 1 \ 2 \ 5 / \ 3 6 \ 4 F

View Solution →