LeetCode Problem Workspace
Check if Number is a Sum of Powers of Three
Determine if a number can be expressed as the sum of distinct powers of three using a math-driven strategy.
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Practice Focus
Medium · Math-driven solution strategy
Answer-first summary
Determine if a number can be expressed as the sum of distinct powers of three using a math-driven strategy.
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To solve this problem, we need to check if a number can be represented as a sum of distinct powers of three. A direct approach is to express the number in base 3 and verify whether each digit is either 0 or 1. This can be done efficiently without any need for extra space, utilizing simple mathematical properties of powers of three.
Problem Statement
Given an integer n, return true if it is possible to represent n as the sum of distinct powers of three. Otherwise, return false.
An integer y is considered a power of three if there exists an integer x such that y equals 3 raised to the power of x. For example, 1, 3, 9, and 27 are all powers of three. The problem asks you to find out if a number can be written as a sum of such distinct powers.
Examples
Example 1
Input: n = 12
Output: true
12 = 31 + 32
Example 2
Input: n = 91
Output: true
91 = 30 + 32 + 34
Example 3
Input: n = 21
Output: false
Example details omitted.
Constraints
- 1 <= n <= 107
Solution Approach
Base 3 Representation
The most efficient way to solve this problem is by converting the number n into its base-3 representation. If every digit in this representation is either 0 or 1, then n can be expressed as the sum of distinct powers of three. If there’s a digit of 2, the answer is false.
Mathematical Insight
The sum of distinct powers of three can be verified by considering the powers of three that sum to the number. By examining n modulo 3 repeatedly, we can check each power of three and confirm whether it contributes to the sum or not.
Efficient Solution with Time Complexity O(log_3 n)
The algorithm works by continuously dividing the number by 3 and checking the remainder. This operation will run in logarithmic time relative to n, specifically O(log_3 n), making it very efficient even for large inputs.
Complexity Analysis
| Metric | Value |
|---|---|
| Time | O(\log_3{n}) |
| Space | O(1) |
The time complexity is O(log_3 n) because we reduce n by dividing by 3 at each step. The space complexity is O(1) as we are only using a few variables for calculations and not storing any additional data.
What Interviewers Usually Probe
- A candidate demonstrates proficiency in using base conversions to solve a mathematical problem.
- The ability to recognize properties of powers of three is evident.
- A clean solution without extraneous space or complex data structures is provided.
Common Pitfalls or Variants
Common pitfalls
- Using an inefficient approach by brute-forcing through combinations of powers of three.
- Misunderstanding the base conversion process, especially interpreting digits other than 0 or 1.
- Not realizing that only powers of three, not arbitrary numbers, contribute to the sum.
Follow-up variants
- Instead of checking for distinct sums, you could modify the problem to check for sums with repeated powers of three.
- This problem can also be extended to powers of other numbers, not just three.
- You could explore a recursive solution that constructs sums from powers of three rather than using the base conversion approach.
FAQ
How can I solve the "Check if Number is a Sum of Powers of Three" problem?
You can solve it by converting the number to base 3 and ensuring that each digit is either 0 or 1. If any digit is 2, the answer is false.
What is the time complexity of the solution?
The time complexity is O(log_3 n) because the number is divided by 3 repeatedly, reducing the problem size exponentially.
What is a power of three?
A power of three is any integer that can be expressed as 3 raised to some integer exponent. Examples include 1, 3, 9, and 27.
Can I solve this problem without using base 3 conversion?
While base-3 conversion is the most efficient approach, you could theoretically explore other methods like recursive summation, but they would be less optimal.
How does GhostInterview help with this problem?
GhostInterview assists by offering hints about base conversion, time complexity explanations, and guidance on avoiding common mistakes in the problem-solving process.
Solution
Solution 1: Mathematical Analysis
We find that if a number $n$ can be expressed as the sum of several "different" powers of three, then in the ternary representation of $n$, each digit can only be $0$ or $1$.
class Solution:
def checkPowersOfThree(self, n: int) -> bool:
while n:
if n % 3 > 1:
return False
n //= 3
return TrueContinue Topic
math
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