The time complexity to access an element in a 2D matrix by row-major order is:O(1)O(log n)O(n)O(n^2)
Question
The time complexity to access an element in a 2D matrix by row-major order is:
- O(1)
- O(log n)
- O(n)
- O(n^2)
Solution
Break Down the Problem
- Understanding Row-Major Order: In row-major order, a two-dimensional array is stored in a contiguous block of memory, with all elements of a row stored sequentially.
- Accessing Elements: We need to determine the time complexity for accessing an element in such a 2D structure.
Relevant Concepts
- Time Complexity Assumption:
- The time complexity for accessing an element generally depends on the structure of the data and how it is stored in memory.
- For arrays, accessing an element by index is usually O(1) time complexity since it can be computed directly using the formula.
Analysis and Detail
- Access Formula:
- When accessing the element at position in a 2D matrix of size , the formula used in row-major order to access the element is:
- Here, you can compute the address in constant time .
Verify and Summarize
- Since we can directly compute the position of any element without needing to traverse other elements, the access time complexity is indeed constant.
- Therefore, the correct answer is for accessing an element in a 2D matrix stored in row-major order.
Final Answer
The time complexity to access an element in a 2D matrix by row-major order is: O(1).
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