Math Problem Statement

Show that the function f(x) = 3x^2 + x + 1 is Theta(x^2).

Solution

The task is to determine whether the function 3x2+x+13x^2 + x + 1 is Θ(x2)\Theta(x^2), which means proving that there exist positive constants kk, C1C_1, and C2C_2 such that:

C1g(x)f(x)C2g(x)C_1 g(x) \leq f(x) \leq C_2 g(x)

for all x>kx > k, where g(x)=x2g(x) = x^2 and f(x)=3x2+x+1f(x) = 3x^2 + x + 1. To do this, the steps should establish the lower and upper bounds on the function.

Let me guide you through the steps in order:

  1. Step 1: Take k=1k = 1, C1=1C_1 = 1, and C2=2C_2 = 2.

    • This is the setup of constants to satisfy the Big-O definition.
  2. Step 2: 3x23x2+x+13x2+3x2=6x2 for all x>13x^2 \leq 3x^2 + x + 1 \leq 3x^2 + 3x^2 = 6x^2 \text{ for all } x > 1.

    • Establishes that the given function f(x)f(x) is bounded by x2x^2 terms on both sides.
  3. Step 3: 3x23x2+x+13x^2 \leq 3x^2 + x + 1 for x>0x > 0.

    • Demonstrates that f(x)f(x) grows at least as fast as 3x23x^2, showing the lower bound.
  4. Step 4: 3x2+x+16x2 for all x>13x^2 + x + 1 \leq 6x^2 \text{ for all } x > 1.

    • Shows the upper bound by comparing f(x)f(x) with a constant multiple of x2x^2.
  5. Step 5: Thus, 3x2+x+13x^2 + x + 1 is Θ(x2)\Theta(x^2).

    • Concludes that the function satisfies both the upper and lower bounds, meaning it is indeed Θ(x2)\Theta(x^2).

Does this explanation make sense to you? Would you like further details?

Relative Questions:

  1. What does it mean for a function to be Θ(x2)\Theta(x^2)?
  2. How do we find constants for Big-O and Big-Ω\Omega proofs?
  3. Why is it necessary to prove both upper and lower bounds in asymptotic notation?
  4. Can a function be both O(x2)O(x^2) and Ω(x2)\Omega(x^2) without being Θ(x2)\Theta(x^2)?
  5. What are some examples of functions that are not Θ(x2)\Theta(x^2)?

Tip:

Always check both upper and lower bounds when working with Θ\Theta-notation, as it provides a tight bound on the function’s growth rate.

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Math Problem Analysis

Mathematical Concepts

Asymptotic Analysis
Big-O Notation
Theta Notation

Formulas

Theta(g(x)) if C1 * g(x) <= f(x) <= C2 * g(x) for some constants C1, C2, k and for all x > k.
Big-O: f(x) = O(g(x)) if there exists C2 such that f(x) <= C2 * g(x).
Big-Omega: f(x) = Omega(g(x)) if there exists C1 such that f(x) >= C1 * g(x).

Theorems

Big-O and Big-Omega Theorems

Suitable Grade Level

College Level - Algorithms and Complexity