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Trade-offs in Algorithm Design
Trade-offs in Algorithm Design
When optimizing algorithms, you often face trade-offs between time and space complexity. Improving one can make the other worse. Here's how these trade-offs work:
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Using More Memory to Save Time:
- Example: Precomputing results and storing them in a table (caching) can make future operations faster, but it requires extra memory.
- Benefit: Faster access speeds at the cost of increased space usage.
- Scenario: In gaming, preloading game assets into memory allows for smoother gameplay.
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Saving Memory at the Cost of Time:
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