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CSE 373 Optional Section Runtime Analysis

CSE 373 Optional Section Runtime Analysis. 2013-10-08 A. Conrad Nied. Interview Question / Runtime Analysis. How do we find the integer square root of a number?. Integer Square Root Solution 1. Increment through the list of numbers from 1 to x . Call this value i . What cases do we have?.

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CSE 373 Optional Section Runtime Analysis

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  1. CSE 373 Optional SectionRuntime Analysis 2013-10-08 A. Conrad Nied

  2. Interview Question / Runtime Analysis • How do we find the integer square root of a number?

  3. Integer Square Root Solution 1 • Increment through the list of numbers from 1 to x. Call this value i . • What cases do we have?

  4. Integer Square Root Solution 1 • Increment through the list of numbers from 1 to x. Call this value i . • What cases do we have? • If i× i < x • If i× i == x • If i× i > x

  5. Integer Square Root Solution 1 • Increment through the list of numbers from 1 to x. Call this value i . • What cases do we have? • If i× i < x increment i • If i× i == x return i • If i× i > x return i - 1

  6. Integer Square Root Solution 1 • If i× i < x increment i • If i× i == x return i • If i× i > x return i – 1 • Implementation: inti = 1 while(i * i < x) i++ return i - 1

  7. Integer Square Root Solution 1 • Implementation: inti = 1 while(i * i < x) i++ return i – 1 • Runtime • O( ? )

  8. Integer Square Root Solution 1 • Implementation: inti = 1 while(i * i < x) i++ return i – 1 • Runtime • O(n0.5)

  9. Integer Square Root Solution 1 • Implementation: inti = 1 while(i * i < x) i++ return i – 1 • Runtime • O(n0.5) • Implement it in Java together & add timing

  10. Integer Square Root Solution 2 • Binary search • Imagine all of the numbers are in an array (indexed by itself) and search for the integer root • What number should we start with first? • 0, 1, x / 2, x

  11. Integer Square Root Solution 2 • Starting with i, jump = x; search(x, i, jump) • Proposition A: i× i <= x • Proposition B: (i + 1) × (i + 1) > x • What do we do in each case? • A & B • A only • B only • Neither

  12. Integer Square Root Solution 2 • Starting with i, jump = x; search(x, i, jump) • Proposition A: i× i <= x • Proposition B: (i + 1) × (i + 1) > x • What do we do in each case? • A & B return i • A only • B only • Neither

  13. Integer Square Root Solution 2 • Starting with i, jump = x; search(x, i, jump) • Proposition A: i× i <= x • Proposition B: (i + 1) × (i + 1) > x • What do we do in each case? • A & B return i • A only jump /= 2; search(x, i + jump, jump) • B only jump /= 2; search(x, i - jump, jump) • Neither

  14. Integer Square Root Solution 2 • Starting with i, jump = x; search(x, i, jump) • Proposition A: i× i <= x • Proposition B: (i + 1) × (i + 1) > x • What do we do in each case? • A & B return i • A only jump /= 2; search(x, i + jump, jump) • B only jump /= 2; search(x, i - jump, jump) • Neither throw WhatJustHappenedException()

  15. Integer Square Root Solution 2 • Implement intSqrt(x): return search(x, x / 2, x / 2) Search(x, i, jump): if(i * i <= x) if((i+1)(i+1) > x) return i else jump /= 2 return search(x, i + jump, jump) else jump /= 2 return search(x, i – jump, jump)

  16. Integer Square Root Solution 2 • Runtime • T(1) = 1 • T(N) = 1 + T(N / 2) • O( ? )

  17. Integer Square Root Solution 2 • Runtime • T(1) = 1 • T(N) = 1 + T(N / 2) • O(log(n))

  18. Stuckon Proof by Induction? • Khan Academy! • https://www.khanacademy.org/math/trigonometry/seq_induction/proof_by_induction/v/proof-by-induction

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