Which expression best describes algorithm efficiency?
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Correct Answer:
B
Explanation
Algorithm efficiency describes how the performance of an algorithm scales with the size of its input. It is primarily measured by its time complexity (the amount of time it takes to run) and its space complexity (the amount of memory it requires). This analysis, often expressed using asymptotic notation like Big O, quantifies the relationship between the input size (n) and the resources consumed, allowing for a standardized comparison of different algorithms' performance characteristics, especially as the input grows very large.
Why Incorrect
A. The visual design of an interface relates to user experience (UX) and usability, not computational efficiency.
C. Code comments are for human readability and maintainability; they do not affect the algorithm's execution performance.
D. The number of concurrent users relates to system scalability and architecture, a broader concept than single-algorithm efficiency.
References
1. Cormen, T. H., Leiserson, C. E., Rivest, R. L., & Stein, C. (2009). Introduction to Algorithms (3rd ed.). MIT Press. Chapter 2, "Getting Started," Section 2.2 Analyzing algorithms, p. 24-29.
2. Stanford University. (n.d.). CS161: Design and Analysis of Algorithms. Course Notes, "Asymptotic Analysis." Retrieved from https://web.stanford.edu/class/cs161/
3. MIT OpenCourseWare. (2011). 6.006 Introduction to Algorithms, Fall 2011. Lecture 1: Algorithmic Thinking, Peak Finding.