Lesson 7 of 9
Asymptotic Notations — previous-year questions
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Lesson notes
Notation questions are free marks once the definitions are automatic. This set drills the forms they actually take in GATE and company tests.
The recurring question shapes
- True/false bound claims: “Is
2ⁿ⁺¹ = O(2ⁿ)?” (yes — the constant 2 absorbs it) vs. “Is2²ⁿ = O(2ⁿ)?” (no —2ⁿis itself a factor, no constant covers it). This exact pair has appeared in GATE. - Tightest bound: several options are technically correct upper bounds;
only the Θ-tight one scores. Rank the standard growth ladder instantly:
1 < log n < √n < n < n log n < n² < n³ < 2ⁿ < n! - Definition application: given
fandg, decide which of O / Ω / Θ / o hold. Take limits when unsure:lim f/g = 0→f = o(g); a finite non-zero limit →Θ;∞→ω. - Property checks: transitivity, reflexivity, symmetry — Θ is an equivalence relation; O and Ω are only reflexive + transitive.
Working rules that resolve most options fast
- Polynomials: degree decides everything; coefficients never do.
- Logarithm bases differ by constants →
log₂ n = Θ(log₁₀ n); but exponent bases matter →3ⁿ ≠ O(2ⁿ). log(n!) = Θ(n log n)— Stirling’s approximation, quoted constantly.- Comparing
n^log cvsc^log nstyle pairs: take log of both and compare.
Exam discipline
Substitute small values only to disprove a claim, never to prove one — asymptotics live beyond any finite table of values. Solve every question in the video cold before marking this lesson complete.