Counting Bits

Category
Bit Manipulation
Checkbox
Checkbox
Difficulty
Easy
Index
67
Key Ideas
The key idea to solve this problem is to use dynamic programming to calculate the number of set bits in each number.
Problem Number
338
Problem Summary
The problem "Counting Bits" (Problem Number: 338) is categorized under Bit Manipulation and Dynamic Programming. It requires counting the number of 1's in the binary representation of each number from 0 to a given number. A key pitfall to avoid is mistakenly using a naive approach that counts the bits for each number individually, resulting in a less efficient solution. Instead, utilizing the previously calculated results can lead to an optimized dynamic programming solution.
Solution Summary
To solve the problem "Counting Bits" from LeetCode-75 curated list, the best solution involves using dynamic programming. The key idea is to utilize the fact that the number of set bits in a number can be determined by the number of set bits in its previous power of 2 number. By maintaining an array to store the count of set bits for each number from 0 to n, we can iteratively calculate the count by using the previously computed values. Starting with the base case of 0 having 0 set bits, we use the formula dp[i] = dp[i//2] + i%2 to compute the count for each number. This solution has a time complexity of O(n) as we iterate through all numbers from 0 to n.
Tags
Dynamic Programming
Bit Manipulation